{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "****Using the 'game' component of the py-Goldsberry package to bring data from Stats.nba.com into python (pandas) dataframes****"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Find the game you want by looking at the stats.nba.com website"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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q3bp9l9bUgoEDeYUMw2CEw44CnU5QFAVAC294D4iiUKCwUjeirWH6bpeu962v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pXy/tgw/vv/22128f9+qZ3VsPP7fre58upJCuBUOkm9K6nbphdjuj1dr5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M75Tz/91KFDh44dO6anp1922WWapjHGgv1CmqZpmobjfxDmAOiipfkqd6f/XBdz9bBuoc29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cpms8Wb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\nHzBgjiPaE8XFAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image(\"Find-game-ID-notes.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From the stats.nba.website I look over games that have already happened. I mouse over the boxscore, and can know that the Hornets-Clippers match from Jan 09, 2016 has gameID '0021500550' by looking at the value of the boxscore link (bottom left green)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Within the 'game' method, there are many data representations (**classes**) one can be interested in, each of wich has their own functions\n",
    "\n",
    "**play_by_play**\n",
    "- plays\n",
    "\n",
    "**boxscore_summary**\n",
    "- game_summary\n",
    "- other_stats\n",
    "- officials\n",
    "- inactive_players\n",
    "- game_info\n",
    "- line_score\n",
    "- last_meeting\n",
    "- season_series\n",
    "\n",
    "**boxscore_traditional**\n",
    "- player_stats\n",
    "- team_stats\n",
    "\n",
    "**boxscore_advanced**\n",
    "- player_stats\n",
    "- team_stats\n",
    "\n",
    "**boxscore_misc**\n",
    "- player_stats\n",
    "- team_stats\n",
    "\n",
    "**boxscore_fourfactors**\n",
    "- player_stats\n",
    "- team_stats\n",
    "\n",
    "**boxscore_usage**\n",
    "- player_stats\n",
    "- team_stats\n",
    "\n",
    "**boxscore_tracking**\n",
    "- player_stats\n",
    "- team_stats\n",
    "\n",
    "One accessed the bits from the game they are interested in as follows: goldsberry.game.**class(GID)**.function()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import goldsberry\n",
    "\n",
    "pd.set_option(\"display.max_columns\", 20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "gid = '0021500550'\n",
    "#gid is a string, not an integer"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***Play_by_Play***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>EVENTMSGACTIONTYPE</th>\n",
       "      <th>EVENTMSGTYPE</th>\n",
       "      <th>EVENTNUM</th>\n",
       "      <th>GAME_ID</th>\n",
       "      <th>HOMEDESCRIPTION</th>\n",
       "      <th>NEUTRALDESCRIPTION</th>\n",
       "      <th>PCTIMESTRING</th>\n",
       "      <th>PERIOD</th>\n",
       "      <th>PERSON1TYPE</th>\n",
       "      <th>PERSON2TYPE</th>\n",
       "      <th>PERSON3TYPE</th>\n",
       "      <th>PLAYER1_ID</th>\n",
       "      <th>PLAYER1_NAME</th>\n",
       "      <th>PLAYER1_TEAM_ABBREVIATION</th>\n",
       "      <th>PLAYER1_TEAM_CITY</th>\n",
       "      <th>PLAYER1_TEAM_ID</th>\n",
       "      <th>PLAYER1_TEAM_NICKNAME</th>\n",
       "      <th>PLAYER2_ID</th>\n",
       "      <th>PLAYER2_NAME</th>\n",
       "      <th>PLAYER2_TEAM_ABBREVIATION</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0 </th>\n",
       "      <td>   0</td>\n",
       "      <td> 12</td>\n",
       "      <td>  0</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td>                                              None</td>\n",
       "      <td> None</td>\n",
       "      <td> 12:00</td>\n",
       "      <td> 1</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0</td>\n",
       "      <td>          0</td>\n",
       "      <td>             None</td>\n",
       "      <td> None</td>\n",
       "      <td>        None</td>\n",
       "      <td>        NaN</td>\n",
       "      <td>     None</td>\n",
       "      <td>      0</td>\n",
       "      <td>           None</td>\n",
       "      <td> None</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1 </th>\n",
       "      <td>   0</td>\n",
       "      <td> 10</td>\n",
       "      <td>  1</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td>          Jump Ball Jordan vs. Zeller: Tip to Paul</td>\n",
       "      <td> None</td>\n",
       "      <td> 12:00</td>\n",
       "      <td> 1</td>\n",
       "      <td> 4</td>\n",
       "      <td> 5</td>\n",
       "      <td> 4</td>\n",
       "      <td>     201599</td>\n",
       "      <td>   DeAndre Jordan</td>\n",
       "      <td>  LAC</td>\n",
       "      <td> Los Angeles</td>\n",
       "      <td> 1610612746</td>\n",
       "      <td> Clippers</td>\n",
       "      <td> 203469</td>\n",
       "      <td>    Cody Zeller</td>\n",
       "      <td>  CHA</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2 </th>\n",
       "      <td>   1</td>\n",
       "      <td>  1</td>\n",
       "      <td>  2</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td>     Paul 25' 3PT Jump Shot (3 PTS) (Redick 1 AST)</td>\n",
       "      <td> None</td>\n",
       "      <td> 11:31</td>\n",
       "      <td> 1</td>\n",
       "      <td> 4</td>\n",
       "      <td> 4</td>\n",
       "      <td> 0</td>\n",
       "      <td>     101108</td>\n",
       "      <td>       Chris Paul</td>\n",
       "      <td>  LAC</td>\n",
       "      <td> Los Angeles</td>\n",
       "      <td> 1610612746</td>\n",
       "      <td> Clippers</td>\n",
       "      <td> 200755</td>\n",
       "      <td>      JJ Redick</td>\n",
       "      <td>  LAC</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3 </th>\n",
       "      <td>   2</td>\n",
       "      <td>  6</td>\n",
       "      <td>  3</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td>                    Jordan S.FOUL (P1.T1) (K.Lane)</td>\n",
       "      <td> None</td>\n",
       "      <td> 11:18</td>\n",
       "      <td> 1</td>\n",
       "      <td> 4</td>\n",
       "      <td> 5</td>\n",
       "      <td> 1</td>\n",
       "      <td>     201599</td>\n",
       "      <td>   DeAndre Jordan</td>\n",
       "      <td>  LAC</td>\n",
       "      <td> Los Angeles</td>\n",
       "      <td> 1610612746</td>\n",
       "      <td> Clippers</td>\n",
       "      <td> 202391</td>\n",
       "      <td>     Jeremy Lin</td>\n",
       "      <td>  CHA</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4 </th>\n",
       "      <td>  11</td>\n",
       "      <td>  3</td>\n",
       "      <td>  4</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td>                                              None</td>\n",
       "      <td> None</td>\n",
       "      <td> 11:18</td>\n",
       "      <td> 1</td>\n",
       "      <td> 5</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0</td>\n",
       "      <td>     202391</td>\n",
       "      <td>       Jeremy Lin</td>\n",
       "      <td>  CHA</td>\n",
       "      <td>   Charlotte</td>\n",
       "      <td> 1610612766</td>\n",
       "      <td>  Hornets</td>\n",
       "      <td>      0</td>\n",
       "      <td>           None</td>\n",
       "      <td> None</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5 </th>\n",
       "      <td>  12</td>\n",
       "      <td>  3</td>\n",
       "      <td>  6</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td>                                              None</td>\n",
       "      <td> None</td>\n",
       "      <td> 11:18</td>\n",
       "      <td> 1</td>\n",
       "      <td> 5</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0</td>\n",
       "      <td>     202391</td>\n",
       "      <td>       Jeremy Lin</td>\n",
       "      <td>  CHA</td>\n",
       "      <td>   Charlotte</td>\n",
       "      <td> 1610612766</td>\n",
       "      <td>  Hornets</td>\n",
       "      <td>      0</td>\n",
       "      <td>           None</td>\n",
       "      <td> None</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6 </th>\n",
       "      <td>   0</td>\n",
       "      <td>  4</td>\n",
       "      <td>  8</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td>                      Jordan REBOUND (Off:0 Def:1)</td>\n",
       "      <td> None</td>\n",
       "      <td> 11:15</td>\n",
       "      <td> 1</td>\n",
       "      <td> 4</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0</td>\n",
       "      <td>     201599</td>\n",
       "      <td>   DeAndre Jordan</td>\n",
       "      <td>  LAC</td>\n",
       "      <td> Los Angeles</td>\n",
       "      <td> 1610612746</td>\n",
       "      <td> Clippers</td>\n",
       "      <td>      0</td>\n",
       "      <td>           None</td>\n",
       "      <td> None</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7 </th>\n",
       "      <td>  79</td>\n",
       "      <td>  2</td>\n",
       "      <td>  9</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td>                    MISS Paul 15' Pullup Jump Shot</td>\n",
       "      <td> None</td>\n",
       "      <td> 11:02</td>\n",
       "      <td> 1</td>\n",
       "      <td> 4</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0</td>\n",
       "      <td>     101108</td>\n",
       "      <td>       Chris Paul</td>\n",
       "      <td>  LAC</td>\n",
       "      <td> Los Angeles</td>\n",
       "      <td> 1610612746</td>\n",
       "      <td> Clippers</td>\n",
       "      <td>      0</td>\n",
       "      <td>           None</td>\n",
       "      <td> None</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8 </th>\n",
       "      <td>   0</td>\n",
       "      <td>  4</td>\n",
       "      <td> 10</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td>                                              None</td>\n",
       "      <td> None</td>\n",
       "      <td> 11:01</td>\n",
       "      <td> 1</td>\n",
       "      <td> 5</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0</td>\n",
       "      <td>     203798</td>\n",
       "      <td>      PJ Hairston</td>\n",
       "      <td>  CHA</td>\n",
       "      <td>   Charlotte</td>\n",
       "      <td> 1610612766</td>\n",
       "      <td>  Hornets</td>\n",
       "      <td>      0</td>\n",
       "      <td>           None</td>\n",
       "      <td> None</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9 </th>\n",
       "      <td>   1</td>\n",
       "      <td>  2</td>\n",
       "      <td> 11</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td>                                              None</td>\n",
       "      <td> None</td>\n",
       "      <td> 10:51</td>\n",
       "      <td> 1</td>\n",
       "      <td> 5</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0</td>\n",
       "      <td>     101107</td>\n",
       "      <td>  Marvin Williams</td>\n",
       "      <td>  CHA</td>\n",
       "      <td>   Charlotte</td>\n",
       "      <td> 1610612766</td>\n",
       "      <td>  Hornets</td>\n",
       "      <td>      0</td>\n",
       "      <td>           None</td>\n",
       "      <td> None</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>   0</td>\n",
       "      <td>  4</td>\n",
       "      <td> 12</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td>                Mbah a Moute REBOUND (Off:0 Def:1)</td>\n",
       "      <td> None</td>\n",
       "      <td> 10:49</td>\n",
       "      <td> 1</td>\n",
       "      <td> 4</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0</td>\n",
       "      <td>     201601</td>\n",
       "      <td> Luc Mbah a Moute</td>\n",
       "      <td>  LAC</td>\n",
       "      <td> Los Angeles</td>\n",
       "      <td> 1610612746</td>\n",
       "      <td> Clippers</td>\n",
       "      <td>      0</td>\n",
       "      <td>           None</td>\n",
       "      <td> None</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>   1</td>\n",
       "      <td>  2</td>\n",
       "      <td> 13</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td>                     MISS Pierce 24' 3PT Jump Shot</td>\n",
       "      <td> None</td>\n",
       "      <td> 10:27</td>\n",
       "      <td> 1</td>\n",
       "      <td> 4</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0</td>\n",
       "      <td>       1718</td>\n",
       "      <td>      Paul Pierce</td>\n",
       "      <td>  LAC</td>\n",
       "      <td> Los Angeles</td>\n",
       "      <td> 1610612746</td>\n",
       "      <td> Clippers</td>\n",
       "      <td>      0</td>\n",
       "      <td>           None</td>\n",
       "      <td> None</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>   0</td>\n",
       "      <td>  4</td>\n",
       "      <td> 14</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td>                                              None</td>\n",
       "      <td> None</td>\n",
       "      <td> 10:26</td>\n",
       "      <td> 1</td>\n",
       "      <td> 5</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0</td>\n",
       "      <td>     202391</td>\n",
       "      <td>       Jeremy Lin</td>\n",
       "      <td>  CHA</td>\n",
       "      <td>   Charlotte</td>\n",
       "      <td> 1610612766</td>\n",
       "      <td>  Hornets</td>\n",
       "      <td>      0</td>\n",
       "      <td>           None</td>\n",
       "      <td> None</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>   5</td>\n",
       "      <td>  1</td>\n",
       "      <td> 15</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td>                                              None</td>\n",
       "      <td> None</td>\n",
       "      <td> 10:20</td>\n",
       "      <td> 1</td>\n",
       "      <td> 5</td>\n",
       "      <td> 5</td>\n",
       "      <td> 0</td>\n",
       "      <td>     203469</td>\n",
       "      <td>      Cody Zeller</td>\n",
       "      <td>  CHA</td>\n",
       "      <td>   Charlotte</td>\n",
       "      <td> 1610612766</td>\n",
       "      <td>  Hornets</td>\n",
       "      <td> 202391</td>\n",
       "      <td>     Jeremy Lin</td>\n",
       "      <td>  CHA</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>  27</td>\n",
       "      <td>  6</td>\n",
       "      <td> 16</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td>                                              None</td>\n",
       "      <td> None</td>\n",
       "      <td> 10:01</td>\n",
       "      <td> 1</td>\n",
       "      <td> 5</td>\n",
       "      <td> 4</td>\n",
       "      <td> 1</td>\n",
       "      <td>     101107</td>\n",
       "      <td>  Marvin Williams</td>\n",
       "      <td>  CHA</td>\n",
       "      <td>   Charlotte</td>\n",
       "      <td> 1610612766</td>\n",
       "      <td>  Hornets</td>\n",
       "      <td>   1718</td>\n",
       "      <td>    Paul Pierce</td>\n",
       "      <td>  LAC</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>   1</td>\n",
       "      <td>  1</td>\n",
       "      <td> 19</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td>         Pierce 14' Jump Shot (2 PTS) (Paul 1 AST)</td>\n",
       "      <td> None</td>\n",
       "      <td>  9:49</td>\n",
       "      <td> 1</td>\n",
       "      <td> 4</td>\n",
       "      <td> 4</td>\n",
       "      <td> 0</td>\n",
       "      <td>       1718</td>\n",
       "      <td>      Paul Pierce</td>\n",
       "      <td>  LAC</td>\n",
       "      <td> Los Angeles</td>\n",
       "      <td> 1610612746</td>\n",
       "      <td> Clippers</td>\n",
       "      <td> 101108</td>\n",
       "      <td>     Chris Paul</td>\n",
       "      <td>  LAC</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>   1</td>\n",
       "      <td>  2</td>\n",
       "      <td> 20</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td>                                              None</td>\n",
       "      <td> None</td>\n",
       "      <td>  9:35</td>\n",
       "      <td> 1</td>\n",
       "      <td> 5</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0</td>\n",
       "      <td>     202391</td>\n",
       "      <td>       Jeremy Lin</td>\n",
       "      <td>  CHA</td>\n",
       "      <td>   Charlotte</td>\n",
       "      <td> 1610612766</td>\n",
       "      <td>  Hornets</td>\n",
       "      <td>      0</td>\n",
       "      <td>           None</td>\n",
       "      <td> None</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>   0</td>\n",
       "      <td>  4</td>\n",
       "      <td> 21</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td>                Mbah a Moute REBOUND (Off:0 Def:2)</td>\n",
       "      <td> None</td>\n",
       "      <td>  9:34</td>\n",
       "      <td> 1</td>\n",
       "      <td> 4</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0</td>\n",
       "      <td>     201601</td>\n",
       "      <td> Luc Mbah a Moute</td>\n",
       "      <td>  LAC</td>\n",
       "      <td> Los Angeles</td>\n",
       "      <td> 1610612746</td>\n",
       "      <td> Clippers</td>\n",
       "      <td>      0</td>\n",
       "      <td>           None</td>\n",
       "      <td> None</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>   1</td>\n",
       "      <td>  1</td>\n",
       "      <td> 22</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td>                        Paul 14' Jump Shot (5 PTS)</td>\n",
       "      <td> None</td>\n",
       "      <td>  9:25</td>\n",
       "      <td> 1</td>\n",
       "      <td> 4</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0</td>\n",
       "      <td>     101108</td>\n",
       "      <td>       Chris Paul</td>\n",
       "      <td>  LAC</td>\n",
       "      <td> Los Angeles</td>\n",
       "      <td> 1610612746</td>\n",
       "      <td> Clippers</td>\n",
       "      <td>      0</td>\n",
       "      <td>           None</td>\n",
       "      <td> None</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td> 101</td>\n",
       "      <td>  1</td>\n",
       "      <td> 23</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td>                                              None</td>\n",
       "      <td> None</td>\n",
       "      <td>  9:10</td>\n",
       "      <td> 1</td>\n",
       "      <td> 5</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0</td>\n",
       "      <td>     202689</td>\n",
       "      <td>     Kemba Walker</td>\n",
       "      <td>  CHA</td>\n",
       "      <td>   Charlotte</td>\n",
       "      <td> 1610612766</td>\n",
       "      <td>  Hornets</td>\n",
       "      <td>      0</td>\n",
       "      <td>           None</td>\n",
       "      <td> None</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>   1</td>\n",
       "      <td>  1</td>\n",
       "      <td> 24</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td>         Redick 20' Jump Shot (2 PTS) (Paul 2 AST)</td>\n",
       "      <td> None</td>\n",
       "      <td>  8:59</td>\n",
       "      <td> 1</td>\n",
       "      <td> 4</td>\n",
       "      <td> 4</td>\n",
       "      <td> 0</td>\n",
       "      <td>     200755</td>\n",
       "      <td>        JJ Redick</td>\n",
       "      <td>  LAC</td>\n",
       "      <td> Los Angeles</td>\n",
       "      <td> 1610612746</td>\n",
       "      <td> Clippers</td>\n",
       "      <td> 101108</td>\n",
       "      <td>     Chris Paul</td>\n",
       "      <td>  LAC</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>   1</td>\n",
       "      <td>  1</td>\n",
       "      <td> 25</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td>                                              None</td>\n",
       "      <td> None</td>\n",
       "      <td>  8:39</td>\n",
       "      <td> 1</td>\n",
       "      <td> 5</td>\n",
       "      <td> 5</td>\n",
       "      <td> 0</td>\n",
       "      <td>     101107</td>\n",
       "      <td>  Marvin Williams</td>\n",
       "      <td>  CHA</td>\n",
       "      <td>   Charlotte</td>\n",
       "      <td> 1610612766</td>\n",
       "      <td>  Hornets</td>\n",
       "      <td> 202689</td>\n",
       "      <td>   Kemba Walker</td>\n",
       "      <td>  CHA</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>   1</td>\n",
       "      <td>  1</td>\n",
       "      <td> 27</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td>                    Paul 25' 3PT Jump Shot (8 PTS)</td>\n",
       "      <td> None</td>\n",
       "      <td>  8:18</td>\n",
       "      <td> 1</td>\n",
       "      <td> 4</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0</td>\n",
       "      <td>     101108</td>\n",
       "      <td>       Chris Paul</td>\n",
       "      <td>  LAC</td>\n",
       "      <td> Los Angeles</td>\n",
       "      <td> 1610612746</td>\n",
       "      <td> Clippers</td>\n",
       "      <td>      0</td>\n",
       "      <td>           None</td>\n",
       "      <td> None</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>   1</td>\n",
       "      <td>  2</td>\n",
       "      <td> 28</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td>                                              None</td>\n",
       "      <td> None</td>\n",
       "      <td>  8:01</td>\n",
       "      <td> 1</td>\n",
       "      <td> 5</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0</td>\n",
       "      <td>     203469</td>\n",
       "      <td>      Cody Zeller</td>\n",
       "      <td>  CHA</td>\n",
       "      <td>   Charlotte</td>\n",
       "      <td> 1610612766</td>\n",
       "      <td>  Hornets</td>\n",
       "      <td>      0</td>\n",
       "      <td>           None</td>\n",
       "      <td> None</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>   0</td>\n",
       "      <td>  4</td>\n",
       "      <td> 29</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td>                      Jordan REBOUND (Off:0 Def:2)</td>\n",
       "      <td> None</td>\n",
       "      <td>  8:00</td>\n",
       "      <td> 1</td>\n",
       "      <td> 4</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0</td>\n",
       "      <td>     201599</td>\n",
       "      <td>   DeAndre Jordan</td>\n",
       "      <td>  LAC</td>\n",
       "      <td> Los Angeles</td>\n",
       "      <td> 1610612746</td>\n",
       "      <td> Clippers</td>\n",
       "      <td>      0</td>\n",
       "      <td>           None</td>\n",
       "      <td> None</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>   1</td>\n",
       "      <td>  1</td>\n",
       "      <td> 30</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td>   Redick 25' 3PT Jump Shot (5 PTS) (Jordan 1 AST)</td>\n",
       "      <td> None</td>\n",
       "      <td>  7:50</td>\n",
       "      <td> 1</td>\n",
       "      <td> 4</td>\n",
       "      <td> 4</td>\n",
       "      <td> 0</td>\n",
       "      <td>     200755</td>\n",
       "      <td>        JJ Redick</td>\n",
       "      <td>  LAC</td>\n",
       "      <td> Los Angeles</td>\n",
       "      <td> 1610612746</td>\n",
       "      <td> Clippers</td>\n",
       "      <td> 201599</td>\n",
       "      <td> DeAndre Jordan</td>\n",
       "      <td>  LAC</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>   1</td>\n",
       "      <td>  9</td>\n",
       "      <td> 31</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td>                                              None</td>\n",
       "      <td> None</td>\n",
       "      <td>  7:43</td>\n",
       "      <td> 1</td>\n",
       "      <td> 3</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0</td>\n",
       "      <td> 1610612766</td>\n",
       "      <td>             None</td>\n",
       "      <td> None</td>\n",
       "      <td>        None</td>\n",
       "      <td>        NaN</td>\n",
       "      <td>     None</td>\n",
       "      <td>      0</td>\n",
       "      <td>           None</td>\n",
       "      <td> None</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>  47</td>\n",
       "      <td>  1</td>\n",
       "      <td> 33</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td>                                              None</td>\n",
       "      <td> None</td>\n",
       "      <td>  7:34</td>\n",
       "      <td> 1</td>\n",
       "      <td> 5</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0</td>\n",
       "      <td>     101107</td>\n",
       "      <td>  Marvin Williams</td>\n",
       "      <td>  CHA</td>\n",
       "      <td>   Charlotte</td>\n",
       "      <td> 1610612766</td>\n",
       "      <td>  Hornets</td>\n",
       "      <td>      0</td>\n",
       "      <td>           None</td>\n",
       "      <td> None</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>   1</td>\n",
       "      <td>  1</td>\n",
       "      <td> 34</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td>     Redick 25' 3PT Jump Shot (8 PTS) (Paul 3 AST)</td>\n",
       "      <td> None</td>\n",
       "      <td>  7:15</td>\n",
       "      <td> 1</td>\n",
       "      <td> 4</td>\n",
       "      <td> 4</td>\n",
       "      <td> 0</td>\n",
       "      <td>     200755</td>\n",
       "      <td>        JJ Redick</td>\n",
       "      <td>  LAC</td>\n",
       "      <td> Los Angeles</td>\n",
       "      <td> 1610612746</td>\n",
       "      <td> Clippers</td>\n",
       "      <td> 101108</td>\n",
       "      <td>     Chris Paul</td>\n",
       "      <td>  LAC</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>   5</td>\n",
       "      <td>  2</td>\n",
       "      <td> 35</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td>                        Mbah a Moute BLOCK (1 BLK)</td>\n",
       "      <td> None</td>\n",
       "      <td>  7:01</td>\n",
       "      <td> 1</td>\n",
       "      <td> 5</td>\n",
       "      <td> 0</td>\n",
       "      <td> 4</td>\n",
       "      <td>     202689</td>\n",
       "      <td>     Kemba Walker</td>\n",
       "      <td>  CHA</td>\n",
       "      <td>   Charlotte</td>\n",
       "      <td> 1610612766</td>\n",
       "      <td>  Hornets</td>\n",
       "      <td>      0</td>\n",
       "      <td>           None</td>\n",
       "      <td> None</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>   0</td>\n",
       "      <td>  4</td>\n",
       "      <td> 36</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td>                        Paul REBOUND (Off:0 Def:1)</td>\n",
       "      <td> None</td>\n",
       "      <td>  7:00</td>\n",
       "      <td> 1</td>\n",
       "      <td> 4</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0</td>\n",
       "      <td>     101108</td>\n",
       "      <td>       Chris Paul</td>\n",
       "      <td>  LAC</td>\n",
       "      <td> Los Angeles</td>\n",
       "      <td> 1610612746</td>\n",
       "      <td> Clippers</td>\n",
       "      <td>      0</td>\n",
       "      <td>           None</td>\n",
       "      <td> None</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>  40</td>\n",
       "      <td>  5</td>\n",
       "      <td> 47</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td>     Paul Out of Bounds Lost Ball Turnover (P1.T1)</td>\n",
       "      <td> None</td>\n",
       "      <td>  7:00</td>\n",
       "      <td> 1</td>\n",
       "      <td> 4</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0</td>\n",
       "      <td>     101108</td>\n",
       "      <td>       Chris Paul</td>\n",
       "      <td>  LAC</td>\n",
       "      <td> Los Angeles</td>\n",
       "      <td> 1610612746</td>\n",
       "      <td> Clippers</td>\n",
       "      <td>      0</td>\n",
       "      <td>           None</td>\n",
       "      <td> None</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>   1</td>\n",
       "      <td>  2</td>\n",
       "      <td> 38</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td>                                              None</td>\n",
       "      <td> None</td>\n",
       "      <td>  6:49</td>\n",
       "      <td> 1</td>\n",
       "      <td> 5</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0</td>\n",
       "      <td>     202391</td>\n",
       "      <td>       Jeremy Lin</td>\n",
       "      <td>  CHA</td>\n",
       "      <td>   Charlotte</td>\n",
       "      <td> 1610612766</td>\n",
       "      <td>  Hornets</td>\n",
       "      <td>      0</td>\n",
       "      <td>           None</td>\n",
       "      <td> None</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>   0</td>\n",
       "      <td>  4</td>\n",
       "      <td> 39</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td>                                              None</td>\n",
       "      <td> None</td>\n",
       "      <td>  6:47</td>\n",
       "      <td> 1</td>\n",
       "      <td> 5</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0</td>\n",
       "      <td>     203469</td>\n",
       "      <td>      Cody Zeller</td>\n",
       "      <td>  CHA</td>\n",
       "      <td>   Charlotte</td>\n",
       "      <td> 1610612766</td>\n",
       "      <td>  Hornets</td>\n",
       "      <td>      0</td>\n",
       "      <td>           None</td>\n",
       "      <td> None</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>  97</td>\n",
       "      <td>  1</td>\n",
       "      <td> 40</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td>                                              None</td>\n",
       "      <td> None</td>\n",
       "      <td>  6:43</td>\n",
       "      <td> 1</td>\n",
       "      <td> 5</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0</td>\n",
       "      <td>     203469</td>\n",
       "      <td>      Cody Zeller</td>\n",
       "      <td>  CHA</td>\n",
       "      <td>   Charlotte</td>\n",
       "      <td> 1610612766</td>\n",
       "      <td>  Hornets</td>\n",
       "      <td>      0</td>\n",
       "      <td>           None</td>\n",
       "      <td> None</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>   1</td>\n",
       "      <td>  6</td>\n",
       "      <td> 41</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td>                                              None</td>\n",
       "      <td> None</td>\n",
       "      <td>  6:37</td>\n",
       "      <td> 1</td>\n",
       "      <td> 5</td>\n",
       "      <td> 4</td>\n",
       "      <td> 1</td>\n",
       "      <td>     202391</td>\n",
       "      <td>       Jeremy Lin</td>\n",
       "      <td>  CHA</td>\n",
       "      <td>   Charlotte</td>\n",
       "      <td> 1610612766</td>\n",
       "      <td>  Hornets</td>\n",
       "      <td> 200755</td>\n",
       "      <td>      JJ Redick</td>\n",
       "      <td>  LAC</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>   0</td>\n",
       "      <td>  8</td>\n",
       "      <td> 42</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td>                          SUB: Crawford FOR Pierce</td>\n",
       "      <td> None</td>\n",
       "      <td>  6:37</td>\n",
       "      <td> 1</td>\n",
       "      <td> 4</td>\n",
       "      <td> 4</td>\n",
       "      <td> 0</td>\n",
       "      <td>       1718</td>\n",
       "      <td>      Paul Pierce</td>\n",
       "      <td>  LAC</td>\n",
       "      <td> Los Angeles</td>\n",
       "      <td> 1610612746</td>\n",
       "      <td> Clippers</td>\n",
       "      <td>   2037</td>\n",
       "      <td> Jamal Crawford</td>\n",
       "      <td>  LAC</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>   0</td>\n",
       "      <td>  8</td>\n",
       "      <td> 43</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td>                  SUB: W. Johnson FOR Mbah a Moute</td>\n",
       "      <td> None</td>\n",
       "      <td>  6:37</td>\n",
       "      <td> 1</td>\n",
       "      <td> 4</td>\n",
       "      <td> 4</td>\n",
       "      <td> 0</td>\n",
       "      <td>     201601</td>\n",
       "      <td> Luc Mbah a Moute</td>\n",
       "      <td>  LAC</td>\n",
       "      <td> Los Angeles</td>\n",
       "      <td> 1610612746</td>\n",
       "      <td> Clippers</td>\n",
       "      <td> 202325</td>\n",
       "      <td> Wesley Johnson</td>\n",
       "      <td>  LAC</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>   1</td>\n",
       "      <td>  1</td>\n",
       "      <td> 44</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td>    Redick 24' 3PT Jump Shot (11 PTS) (Paul 4 AST)</td>\n",
       "      <td> None</td>\n",
       "      <td>  6:26</td>\n",
       "      <td> 1</td>\n",
       "      <td> 4</td>\n",
       "      <td> 4</td>\n",
       "      <td> 0</td>\n",
       "      <td>     200755</td>\n",
       "      <td>        JJ Redick</td>\n",
       "      <td>  LAC</td>\n",
       "      <td> Los Angeles</td>\n",
       "      <td> 1610612746</td>\n",
       "      <td> Clippers</td>\n",
       "      <td> 101108</td>\n",
       "      <td>     Chris Paul</td>\n",
       "      <td>  LAC</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>   1</td>\n",
       "      <td>  2</td>\n",
       "      <td> 45</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td>                                              None</td>\n",
       "      <td> None</td>\n",
       "      <td>  6:12</td>\n",
       "      <td> 1</td>\n",
       "      <td> 5</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0</td>\n",
       "      <td>     203798</td>\n",
       "      <td>      PJ Hairston</td>\n",
       "      <td>  CHA</td>\n",
       "      <td>   Charlotte</td>\n",
       "      <td> 1610612766</td>\n",
       "      <td>  Hornets</td>\n",
       "      <td>      0</td>\n",
       "      <td>           None</td>\n",
       "      <td> None</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>   0</td>\n",
       "      <td>  4</td>\n",
       "      <td> 46</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td>                      Jordan REBOUND (Off:0 Def:3)</td>\n",
       "      <td> None</td>\n",
       "      <td>  6:12</td>\n",
       "      <td> 1</td>\n",
       "      <td> 4</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0</td>\n",
       "      <td>     201599</td>\n",
       "      <td>   DeAndre Jordan</td>\n",
       "      <td>  LAC</td>\n",
       "      <td> Los Angeles</td>\n",
       "      <td> 1610612746</td>\n",
       "      <td> Clippers</td>\n",
       "      <td>      0</td>\n",
       "      <td>           None</td>\n",
       "      <td> None</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>   1</td>\n",
       "      <td>  2</td>\n",
       "      <td> 48</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td>                           MISS Paul 18' Jump Shot</td>\n",
       "      <td> None</td>\n",
       "      <td>  6:01</td>\n",
       "      <td> 1</td>\n",
       "      <td> 4</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0</td>\n",
       "      <td>     101108</td>\n",
       "      <td>       Chris Paul</td>\n",
       "      <td>  LAC</td>\n",
       "      <td> Los Angeles</td>\n",
       "      <td> 1610612746</td>\n",
       "      <td> Clippers</td>\n",
       "      <td>      0</td>\n",
       "      <td>           None</td>\n",
       "      <td> None</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>   0</td>\n",
       "      <td>  4</td>\n",
       "      <td> 49</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td>                                              None</td>\n",
       "      <td> None</td>\n",
       "      <td>  6:00</td>\n",
       "      <td> 1</td>\n",
       "      <td> 5</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0</td>\n",
       "      <td>     203469</td>\n",
       "      <td>      Cody Zeller</td>\n",
       "      <td>  CHA</td>\n",
       "      <td>   Charlotte</td>\n",
       "      <td> 1610612766</td>\n",
       "      <td>  Hornets</td>\n",
       "      <td>      0</td>\n",
       "      <td>           None</td>\n",
       "      <td> None</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td> 101</td>\n",
       "      <td>  1</td>\n",
       "      <td> 51</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td>                                              None</td>\n",
       "      <td> None</td>\n",
       "      <td>  5:47</td>\n",
       "      <td> 1</td>\n",
       "      <td> 5</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0</td>\n",
       "      <td>     202689</td>\n",
       "      <td>     Kemba Walker</td>\n",
       "      <td>  CHA</td>\n",
       "      <td>   Charlotte</td>\n",
       "      <td> 1610612766</td>\n",
       "      <td>  Hornets</td>\n",
       "      <td>      0</td>\n",
       "      <td>           None</td>\n",
       "      <td> None</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>   1</td>\n",
       "      <td>  2</td>\n",
       "      <td> 53</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td>                   MISS Crawford 25' 3PT Jump Shot</td>\n",
       "      <td> None</td>\n",
       "      <td>  5:20</td>\n",
       "      <td> 1</td>\n",
       "      <td> 4</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0</td>\n",
       "      <td>       2037</td>\n",
       "      <td>   Jamal Crawford</td>\n",
       "      <td>  LAC</td>\n",
       "      <td> Los Angeles</td>\n",
       "      <td> 1610612746</td>\n",
       "      <td> Clippers</td>\n",
       "      <td>      0</td>\n",
       "      <td>           None</td>\n",
       "      <td> None</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>   0</td>\n",
       "      <td>  4</td>\n",
       "      <td> 54</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td>                  W. Johnson REBOUND (Off:1 Def:0)</td>\n",
       "      <td> None</td>\n",
       "      <td>  5:19</td>\n",
       "      <td> 1</td>\n",
       "      <td> 4</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0</td>\n",
       "      <td>     202325</td>\n",
       "      <td>   Wesley Johnson</td>\n",
       "      <td>  LAC</td>\n",
       "      <td> Los Angeles</td>\n",
       "      <td> 1610612746</td>\n",
       "      <td> Clippers</td>\n",
       "      <td>      0</td>\n",
       "      <td>           None</td>\n",
       "      <td> None</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>  45</td>\n",
       "      <td>  5</td>\n",
       "      <td> 55</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td> Paul Out of Bounds - Bad Pass Turnover Turnove...</td>\n",
       "      <td> None</td>\n",
       "      <td>  5:07</td>\n",
       "      <td> 1</td>\n",
       "      <td> 4</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0</td>\n",
       "      <td>     101108</td>\n",
       "      <td>       Chris Paul</td>\n",
       "      <td>  LAC</td>\n",
       "      <td> Los Angeles</td>\n",
       "      <td> 1610612746</td>\n",
       "      <td> Clippers</td>\n",
       "      <td>      0</td>\n",
       "      <td>           None</td>\n",
       "      <td> None</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>   1</td>\n",
       "      <td>  6</td>\n",
       "      <td> 56</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td>                   Redick P.FOUL (P1.T2) (K.Scott)</td>\n",
       "      <td> None</td>\n",
       "      <td>  4:58</td>\n",
       "      <td> 1</td>\n",
       "      <td> 4</td>\n",
       "      <td> 5</td>\n",
       "      <td> 1</td>\n",
       "      <td>     200755</td>\n",
       "      <td>        JJ Redick</td>\n",
       "      <td>  LAC</td>\n",
       "      <td> Los Angeles</td>\n",
       "      <td> 1610612746</td>\n",
       "      <td> Clippers</td>\n",
       "      <td> 202391</td>\n",
       "      <td>     Jeremy Lin</td>\n",
       "      <td>  CHA</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>   5</td>\n",
       "      <td>  2</td>\n",
       "      <td> 57</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td>                                              None</td>\n",
       "      <td> None</td>\n",
       "      <td>  4:46</td>\n",
       "      <td> 1</td>\n",
       "      <td> 5</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0</td>\n",
       "      <td>     101107</td>\n",
       "      <td>  Marvin Williams</td>\n",
       "      <td>  CHA</td>\n",
       "      <td>   Charlotte</td>\n",
       "      <td> 1610612766</td>\n",
       "      <td>  Hornets</td>\n",
       "      <td>      0</td>\n",
       "      <td>           None</td>\n",
       "      <td> None</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>   0</td>\n",
       "      <td>  4</td>\n",
       "      <td> 58</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td>                        Paul REBOUND (Off:0 Def:2)</td>\n",
       "      <td> None</td>\n",
       "      <td>  4:46</td>\n",
       "      <td> 1</td>\n",
       "      <td> 4</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0</td>\n",
       "      <td>     101108</td>\n",
       "      <td>       Chris Paul</td>\n",
       "      <td>  LAC</td>\n",
       "      <td> Los Angeles</td>\n",
       "      <td> 1610612746</td>\n",
       "      <td> Clippers</td>\n",
       "      <td>      0</td>\n",
       "      <td>           None</td>\n",
       "      <td> None</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>   1</td>\n",
       "      <td>  2</td>\n",
       "      <td> 59</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td>                     MISS Redick 31' 3PT Jump Shot</td>\n",
       "      <td> None</td>\n",
       "      <td>  4:38</td>\n",
       "      <td> 1</td>\n",
       "      <td> 4</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0</td>\n",
       "      <td>     200755</td>\n",
       "      <td>        JJ Redick</td>\n",
       "      <td>  LAC</td>\n",
       "      <td> Los Angeles</td>\n",
       "      <td> 1610612746</td>\n",
       "      <td> Clippers</td>\n",
       "      <td>      0</td>\n",
       "      <td>           None</td>\n",
       "      <td> None</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>   0</td>\n",
       "      <td>  4</td>\n",
       "      <td> 60</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td>                                              None</td>\n",
       "      <td> None</td>\n",
       "      <td>  4:37</td>\n",
       "      <td> 1</td>\n",
       "      <td> 5</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0</td>\n",
       "      <td>     203798</td>\n",
       "      <td>      PJ Hairston</td>\n",
       "      <td>  CHA</td>\n",
       "      <td>   Charlotte</td>\n",
       "      <td> 1610612766</td>\n",
       "      <td>  Hornets</td>\n",
       "      <td>      0</td>\n",
       "      <td>           None</td>\n",
       "      <td> None</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>  80</td>\n",
       "      <td>  2</td>\n",
       "      <td> 61</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td>                                              None</td>\n",
       "      <td> None</td>\n",
       "      <td>  4:28</td>\n",
       "      <td> 1</td>\n",
       "      <td> 5</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0</td>\n",
       "      <td>     202689</td>\n",
       "      <td>     Kemba Walker</td>\n",
       "      <td>  CHA</td>\n",
       "      <td>   Charlotte</td>\n",
       "      <td> 1610612766</td>\n",
       "      <td>  Hornets</td>\n",
       "      <td>      0</td>\n",
       "      <td>           None</td>\n",
       "      <td> None</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>   0</td>\n",
       "      <td>  4</td>\n",
       "      <td> 62</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td>                      Jordan REBOUND (Off:0 Def:4)</td>\n",
       "      <td> None</td>\n",
       "      <td>  4:25</td>\n",
       "      <td> 1</td>\n",
       "      <td> 4</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0</td>\n",
       "      <td>     201599</td>\n",
       "      <td>   DeAndre Jordan</td>\n",
       "      <td>  LAC</td>\n",
       "      <td> Los Angeles</td>\n",
       "      <td> 1610612746</td>\n",
       "      <td> Clippers</td>\n",
       "      <td>      0</td>\n",
       "      <td>           None</td>\n",
       "      <td> None</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>   1</td>\n",
       "      <td>  5</td>\n",
       "      <td> 63</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td>                    Paul Bad Pass Turnover (P3.T3)</td>\n",
       "      <td> None</td>\n",
       "      <td>  4:20</td>\n",
       "      <td> 1</td>\n",
       "      <td> 4</td>\n",
       "      <td> 5</td>\n",
       "      <td> 0</td>\n",
       "      <td>     101108</td>\n",
       "      <td>       Chris Paul</td>\n",
       "      <td>  LAC</td>\n",
       "      <td> Los Angeles</td>\n",
       "      <td> 1610612746</td>\n",
       "      <td> Clippers</td>\n",
       "      <td> 203798</td>\n",
       "      <td>    PJ Hairston</td>\n",
       "      <td>  CHA</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>   5</td>\n",
       "      <td>  2</td>\n",
       "      <td> 64</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td>                              Jordan BLOCK (1 BLK)</td>\n",
       "      <td> None</td>\n",
       "      <td>  4:14</td>\n",
       "      <td> 1</td>\n",
       "      <td> 5</td>\n",
       "      <td> 0</td>\n",
       "      <td> 4</td>\n",
       "      <td>     202689</td>\n",
       "      <td>     Kemba Walker</td>\n",
       "      <td>  CHA</td>\n",
       "      <td>   Charlotte</td>\n",
       "      <td> 1610612766</td>\n",
       "      <td>  Hornets</td>\n",
       "      <td>      0</td>\n",
       "      <td>           None</td>\n",
       "      <td> None</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>   0</td>\n",
       "      <td>  4</td>\n",
       "      <td> 65</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td>                      Redick REBOUND (Off:0 Def:1)</td>\n",
       "      <td> None</td>\n",
       "      <td>  4:12</td>\n",
       "      <td> 1</td>\n",
       "      <td> 4</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0</td>\n",
       "      <td>     200755</td>\n",
       "      <td>        JJ Redick</td>\n",
       "      <td>  LAC</td>\n",
       "      <td> Los Angeles</td>\n",
       "      <td> 1610612746</td>\n",
       "      <td> Clippers</td>\n",
       "      <td>      0</td>\n",
       "      <td>           None</td>\n",
       "      <td> None</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>  79</td>\n",
       "      <td>  1</td>\n",
       "      <td> 66</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td>             Crawford 13' Pullup Jump Shot (2 PTS)</td>\n",
       "      <td> None</td>\n",
       "      <td>  4:07</td>\n",
       "      <td> 1</td>\n",
       "      <td> 4</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0</td>\n",
       "      <td>       2037</td>\n",
       "      <td>   Jamal Crawford</td>\n",
       "      <td>  LAC</td>\n",
       "      <td> Los Angeles</td>\n",
       "      <td> 1610612746</td>\n",
       "      <td> Clippers</td>\n",
       "      <td>      0</td>\n",
       "      <td>           None</td>\n",
       "      <td> None</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>  63</td>\n",
       "      <td>  2</td>\n",
       "      <td> 68</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td>                                              None</td>\n",
       "      <td> None</td>\n",
       "      <td>  3:45</td>\n",
       "      <td> 1</td>\n",
       "      <td> 5</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0</td>\n",
       "      <td>     202391</td>\n",
       "      <td>       Jeremy Lin</td>\n",
       "      <td>  CHA</td>\n",
       "      <td>   Charlotte</td>\n",
       "      <td> 1610612766</td>\n",
       "      <td>  Hornets</td>\n",
       "      <td>      0</td>\n",
       "      <td>           None</td>\n",
       "      <td> None</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>   0</td>\n",
       "      <td>  4</td>\n",
       "      <td> 69</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td>                                              None</td>\n",
       "      <td> None</td>\n",
       "      <td>  3:42</td>\n",
       "      <td> 1</td>\n",
       "      <td> 5</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0</td>\n",
       "      <td>     203469</td>\n",
       "      <td>      Cody Zeller</td>\n",
       "      <td>  CHA</td>\n",
       "      <td>   Charlotte</td>\n",
       "      <td> 1610612766</td>\n",
       "      <td>  Hornets</td>\n",
       "      <td>      0</td>\n",
       "      <td>           None</td>\n",
       "      <td> None</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>430 rows × 33 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    EVENTMSGACTIONTYPE  EVENTMSGTYPE  EVENTNUM     GAME_ID  \\\n",
       "0                    0            12         0  0021500550   \n",
       "1                    0            10         1  0021500550   \n",
       "2                    1             1         2  0021500550   \n",
       "3                    2             6         3  0021500550   \n",
       "4                   11             3         4  0021500550   \n",
       "5                   12             3         6  0021500550   \n",
       "6                    0             4         8  0021500550   \n",
       "7                   79             2         9  0021500550   \n",
       "8                    0             4        10  0021500550   \n",
       "9                    1             2        11  0021500550   \n",
       "10                   0             4        12  0021500550   \n",
       "11                   1             2        13  0021500550   \n",
       "12                   0             4        14  0021500550   \n",
       "13                   5             1        15  0021500550   \n",
       "14                  27             6        16  0021500550   \n",
       "15                   1             1        19  0021500550   \n",
       "16                   1             2        20  0021500550   \n",
       "17                   0             4        21  0021500550   \n",
       "18                   1             1        22  0021500550   \n",
       "19                 101             1        23  0021500550   \n",
       "20                   1             1        24  0021500550   \n",
       "21                   1             1        25  0021500550   \n",
       "22                   1             1        27  0021500550   \n",
       "23                   1             2        28  0021500550   \n",
       "24                   0             4        29  0021500550   \n",
       "25                   1             1        30  0021500550   \n",
       "26                   1             9        31  0021500550   \n",
       "27                  47             1        33  0021500550   \n",
       "28                   1             1        34  0021500550   \n",
       "29                   5             2        35  0021500550   \n",
       "30                   0             4        36  0021500550   \n",
       "31                  40             5        47  0021500550   \n",
       "32                   1             2        38  0021500550   \n",
       "33                   0             4        39  0021500550   \n",
       "34                  97             1        40  0021500550   \n",
       "35                   1             6        41  0021500550   \n",
       "36                   0             8        42  0021500550   \n",
       "37                   0             8        43  0021500550   \n",
       "38                   1             1        44  0021500550   \n",
       "39                   1             2        45  0021500550   \n",
       "40                   0             4        46  0021500550   \n",
       "41                   1             2        48  0021500550   \n",
       "42                   0             4        49  0021500550   \n",
       "43                 101             1        51  0021500550   \n",
       "44                   1             2        53  0021500550   \n",
       "45                   0             4        54  0021500550   \n",
       "46                  45             5        55  0021500550   \n",
       "47                   1             6        56  0021500550   \n",
       "48                   5             2        57  0021500550   \n",
       "49                   0             4        58  0021500550   \n",
       "50                   1             2        59  0021500550   \n",
       "51                   0             4        60  0021500550   \n",
       "52                  80             2        61  0021500550   \n",
       "53                   0             4        62  0021500550   \n",
       "54                   1             5        63  0021500550   \n",
       "55                   5             2        64  0021500550   \n",
       "56                   0             4        65  0021500550   \n",
       "57                  79             1        66  0021500550   \n",
       "58                  63             2        68  0021500550   \n",
       "59                   0             4        69  0021500550   \n",
       "                   ...           ...       ...         ...   \n",
       "\n",
       "                                      HOMEDESCRIPTION NEUTRALDESCRIPTION  \\\n",
       "0                                                None               None   \n",
       "1            Jump Ball Jordan vs. Zeller: Tip to Paul               None   \n",
       "2       Paul 25' 3PT Jump Shot (3 PTS) (Redick 1 AST)               None   \n",
       "3                      Jordan S.FOUL (P1.T1) (K.Lane)               None   \n",
       "4                                                None               None   \n",
       "5                                                None               None   \n",
       "6                        Jordan REBOUND (Off:0 Def:1)               None   \n",
       "7                      MISS Paul 15' Pullup Jump Shot               None   \n",
       "8                                                None               None   \n",
       "9                                                None               None   \n",
       "10                 Mbah a Moute REBOUND (Off:0 Def:1)               None   \n",
       "11                      MISS Pierce 24' 3PT Jump Shot               None   \n",
       "12                                               None               None   \n",
       "13                                               None               None   \n",
       "14                                               None               None   \n",
       "15          Pierce 14' Jump Shot (2 PTS) (Paul 1 AST)               None   \n",
       "16                                               None               None   \n",
       "17                 Mbah a Moute REBOUND (Off:0 Def:2)               None   \n",
       "18                         Paul 14' Jump Shot (5 PTS)               None   \n",
       "19                                               None               None   \n",
       "20          Redick 20' Jump Shot (2 PTS) (Paul 2 AST)               None   \n",
       "21                                               None               None   \n",
       "22                     Paul 25' 3PT Jump Shot (8 PTS)               None   \n",
       "23                                               None               None   \n",
       "24                       Jordan REBOUND (Off:0 Def:2)               None   \n",
       "25    Redick 25' 3PT Jump Shot (5 PTS) (Jordan 1 AST)               None   \n",
       "26                                               None               None   \n",
       "27                                               None               None   \n",
       "28      Redick 25' 3PT Jump Shot (8 PTS) (Paul 3 AST)               None   \n",
       "29                         Mbah a Moute BLOCK (1 BLK)               None   \n",
       "30                         Paul REBOUND (Off:0 Def:1)               None   \n",
       "31      Paul Out of Bounds Lost Ball Turnover (P1.T1)               None   \n",
       "32                                               None               None   \n",
       "33                                               None               None   \n",
       "34                                               None               None   \n",
       "35                                               None               None   \n",
       "36                           SUB: Crawford FOR Pierce               None   \n",
       "37                   SUB: W. Johnson FOR Mbah a Moute               None   \n",
       "38     Redick 24' 3PT Jump Shot (11 PTS) (Paul 4 AST)               None   \n",
       "39                                               None               None   \n",
       "40                       Jordan REBOUND (Off:0 Def:3)               None   \n",
       "41                            MISS Paul 18' Jump Shot               None   \n",
       "42                                               None               None   \n",
       "43                                               None               None   \n",
       "44                    MISS Crawford 25' 3PT Jump Shot               None   \n",
       "45                   W. Johnson REBOUND (Off:1 Def:0)               None   \n",
       "46  Paul Out of Bounds - Bad Pass Turnover Turnove...               None   \n",
       "47                    Redick P.FOUL (P1.T2) (K.Scott)               None   \n",
       "48                                               None               None   \n",
       "49                         Paul REBOUND (Off:0 Def:2)               None   \n",
       "50                      MISS Redick 31' 3PT Jump Shot               None   \n",
       "51                                               None               None   \n",
       "52                                               None               None   \n",
       "53                       Jordan REBOUND (Off:0 Def:4)               None   \n",
       "54                     Paul Bad Pass Turnover (P3.T3)               None   \n",
       "55                               Jordan BLOCK (1 BLK)               None   \n",
       "56                       Redick REBOUND (Off:0 Def:1)               None   \n",
       "57              Crawford 13' Pullup Jump Shot (2 PTS)               None   \n",
       "58                                               None               None   \n",
       "59                                               None               None   \n",
       "                                                  ...                ...   \n",
       "\n",
       "   PCTIMESTRING  PERIOD  PERSON1TYPE  PERSON2TYPE  PERSON3TYPE  PLAYER1_ID  \\\n",
       "0         12:00       1            0            0            0           0   \n",
       "1         12:00       1            4            5            4      201599   \n",
       "2         11:31       1            4            4            0      101108   \n",
       "3         11:18       1            4            5            1      201599   \n",
       "4         11:18       1            5            0            0      202391   \n",
       "5         11:18       1            5            0            0      202391   \n",
       "6         11:15       1            4            0            0      201599   \n",
       "7         11:02       1            4            0            0      101108   \n",
       "8         11:01       1            5            0            0      203798   \n",
       "9         10:51       1            5            0            0      101107   \n",
       "10        10:49       1            4            0            0      201601   \n",
       "11        10:27       1            4            0            0        1718   \n",
       "12        10:26       1            5            0            0      202391   \n",
       "13        10:20       1            5            5            0      203469   \n",
       "14        10:01       1            5            4            1      101107   \n",
       "15         9:49       1            4            4            0        1718   \n",
       "16         9:35       1            5            0            0      202391   \n",
       "17         9:34       1            4            0            0      201601   \n",
       "18         9:25       1            4            0            0      101108   \n",
       "19         9:10       1            5            0            0      202689   \n",
       "20         8:59       1            4            4            0      200755   \n",
       "21         8:39       1            5            5            0      101107   \n",
       "22         8:18       1            4            0            0      101108   \n",
       "23         8:01       1            5            0            0      203469   \n",
       "24         8:00       1            4            0            0      201599   \n",
       "25         7:50       1            4            4            0      200755   \n",
       "26         7:43       1            3            0            0  1610612766   \n",
       "27         7:34       1            5            0            0      101107   \n",
       "28         7:15       1            4            4            0      200755   \n",
       "29         7:01       1            5            0            4      202689   \n",
       "30         7:00       1            4            0            0      101108   \n",
       "31         7:00       1            4            0            0      101108   \n",
       "32         6:49       1            5            0            0      202391   \n",
       "33         6:47       1            5            0            0      203469   \n",
       "34         6:43       1            5            0            0      203469   \n",
       "35         6:37       1            5            4            1      202391   \n",
       "36         6:37       1            4            4            0        1718   \n",
       "37         6:37       1            4            4            0      201601   \n",
       "38         6:26       1            4            4            0      200755   \n",
       "39         6:12       1            5            0            0      203798   \n",
       "40         6:12       1            4            0            0      201599   \n",
       "41         6:01       1            4            0            0      101108   \n",
       "42         6:00       1            5            0            0      203469   \n",
       "43         5:47       1            5            0            0      202689   \n",
       "44         5:20       1            4            0            0        2037   \n",
       "45         5:19       1            4            0            0      202325   \n",
       "46         5:07       1            4            0            0      101108   \n",
       "47         4:58       1            4            5            1      200755   \n",
       "48         4:46       1            5            0            0      101107   \n",
       "49         4:46       1            4            0            0      101108   \n",
       "50         4:38       1            4            0            0      200755   \n",
       "51         4:37       1            5            0            0      203798   \n",
       "52         4:28       1            5            0            0      202689   \n",
       "53         4:25       1            4            0            0      201599   \n",
       "54         4:20       1            4            5            0      101108   \n",
       "55         4:14       1            5            0            4      202689   \n",
       "56         4:12       1            4            0            0      200755   \n",
       "57         4:07       1            4            0            0        2037   \n",
       "58         3:45       1            5            0            0      202391   \n",
       "59         3:42       1            5            0            0      203469   \n",
       "            ...     ...          ...          ...          ...         ...   \n",
       "\n",
       "        PLAYER1_NAME PLAYER1_TEAM_ABBREVIATION PLAYER1_TEAM_CITY  \\\n",
       "0               None                      None              None   \n",
       "1     DeAndre Jordan                       LAC       Los Angeles   \n",
       "2         Chris Paul                       LAC       Los Angeles   \n",
       "3     DeAndre Jordan                       LAC       Los Angeles   \n",
       "4         Jeremy Lin                       CHA         Charlotte   \n",
       "5         Jeremy Lin                       CHA         Charlotte   \n",
       "6     DeAndre Jordan                       LAC       Los Angeles   \n",
       "7         Chris Paul                       LAC       Los Angeles   \n",
       "8        PJ Hairston                       CHA         Charlotte   \n",
       "9    Marvin Williams                       CHA         Charlotte   \n",
       "10  Luc Mbah a Moute                       LAC       Los Angeles   \n",
       "11       Paul Pierce                       LAC       Los Angeles   \n",
       "12        Jeremy Lin                       CHA         Charlotte   \n",
       "13       Cody Zeller                       CHA         Charlotte   \n",
       "14   Marvin Williams                       CHA         Charlotte   \n",
       "15       Paul Pierce                       LAC       Los Angeles   \n",
       "16        Jeremy Lin                       CHA         Charlotte   \n",
       "17  Luc Mbah a Moute                       LAC       Los Angeles   \n",
       "18        Chris Paul                       LAC       Los Angeles   \n",
       "19      Kemba Walker                       CHA         Charlotte   \n",
       "20         JJ Redick                       LAC       Los Angeles   \n",
       "21   Marvin Williams                       CHA         Charlotte   \n",
       "22        Chris Paul                       LAC       Los Angeles   \n",
       "23       Cody Zeller                       CHA         Charlotte   \n",
       "24    DeAndre Jordan                       LAC       Los Angeles   \n",
       "25         JJ Redick                       LAC       Los Angeles   \n",
       "26              None                      None              None   \n",
       "27   Marvin Williams                       CHA         Charlotte   \n",
       "28         JJ Redick                       LAC       Los Angeles   \n",
       "29      Kemba Walker                       CHA         Charlotte   \n",
       "30        Chris Paul                       LAC       Los Angeles   \n",
       "31        Chris Paul                       LAC       Los Angeles   \n",
       "32        Jeremy Lin                       CHA         Charlotte   \n",
       "33       Cody Zeller                       CHA         Charlotte   \n",
       "34       Cody Zeller                       CHA         Charlotte   \n",
       "35        Jeremy Lin                       CHA         Charlotte   \n",
       "36       Paul Pierce                       LAC       Los Angeles   \n",
       "37  Luc Mbah a Moute                       LAC       Los Angeles   \n",
       "38         JJ Redick                       LAC       Los Angeles   \n",
       "39       PJ Hairston                       CHA         Charlotte   \n",
       "40    DeAndre Jordan                       LAC       Los Angeles   \n",
       "41        Chris Paul                       LAC       Los Angeles   \n",
       "42       Cody Zeller                       CHA         Charlotte   \n",
       "43      Kemba Walker                       CHA         Charlotte   \n",
       "44    Jamal Crawford                       LAC       Los Angeles   \n",
       "45    Wesley Johnson                       LAC       Los Angeles   \n",
       "46        Chris Paul                       LAC       Los Angeles   \n",
       "47         JJ Redick                       LAC       Los Angeles   \n",
       "48   Marvin Williams                       CHA         Charlotte   \n",
       "49        Chris Paul                       LAC       Los Angeles   \n",
       "50         JJ Redick                       LAC       Los Angeles   \n",
       "51       PJ Hairston                       CHA         Charlotte   \n",
       "52      Kemba Walker                       CHA         Charlotte   \n",
       "53    DeAndre Jordan                       LAC       Los Angeles   \n",
       "54        Chris Paul                       LAC       Los Angeles   \n",
       "55      Kemba Walker                       CHA         Charlotte   \n",
       "56         JJ Redick                       LAC       Los Angeles   \n",
       "57    Jamal Crawford                       LAC       Los Angeles   \n",
       "58        Jeremy Lin                       CHA         Charlotte   \n",
       "59       Cody Zeller                       CHA         Charlotte   \n",
       "                 ...                       ...               ...   \n",
       "\n",
       "    PLAYER1_TEAM_ID PLAYER1_TEAM_NICKNAME  PLAYER2_ID    PLAYER2_NAME  \\\n",
       "0               NaN                  None           0            None   \n",
       "1        1610612746              Clippers      203469     Cody Zeller   \n",
       "2        1610612746              Clippers      200755       JJ Redick   \n",
       "3        1610612746              Clippers      202391      Jeremy Lin   \n",
       "4        1610612766               Hornets           0            None   \n",
       "5        1610612766               Hornets           0            None   \n",
       "6        1610612746              Clippers           0            None   \n",
       "7        1610612746              Clippers           0            None   \n",
       "8        1610612766               Hornets           0            None   \n",
       "9        1610612766               Hornets           0            None   \n",
       "10       1610612746              Clippers           0            None   \n",
       "11       1610612746              Clippers           0            None   \n",
       "12       1610612766               Hornets           0            None   \n",
       "13       1610612766               Hornets      202391      Jeremy Lin   \n",
       "14       1610612766               Hornets        1718     Paul Pierce   \n",
       "15       1610612746              Clippers      101108      Chris Paul   \n",
       "16       1610612766               Hornets           0            None   \n",
       "17       1610612746              Clippers           0            None   \n",
       "18       1610612746              Clippers           0            None   \n",
       "19       1610612766               Hornets           0            None   \n",
       "20       1610612746              Clippers      101108      Chris Paul   \n",
       "21       1610612766               Hornets      202689    Kemba Walker   \n",
       "22       1610612746              Clippers           0            None   \n",
       "23       1610612766               Hornets           0            None   \n",
       "24       1610612746              Clippers           0            None   \n",
       "25       1610612746              Clippers      201599  DeAndre Jordan   \n",
       "26              NaN                  None           0            None   \n",
       "27       1610612766               Hornets           0            None   \n",
       "28       1610612746              Clippers      101108      Chris Paul   \n",
       "29       1610612766               Hornets           0            None   \n",
       "30       1610612746              Clippers           0            None   \n",
       "31       1610612746              Clippers           0            None   \n",
       "32       1610612766               Hornets           0            None   \n",
       "33       1610612766               Hornets           0            None   \n",
       "34       1610612766               Hornets           0            None   \n",
       "35       1610612766               Hornets      200755       JJ Redick   \n",
       "36       1610612746              Clippers        2037  Jamal Crawford   \n",
       "37       1610612746              Clippers      202325  Wesley Johnson   \n",
       "38       1610612746              Clippers      101108      Chris Paul   \n",
       "39       1610612766               Hornets           0            None   \n",
       "40       1610612746              Clippers           0            None   \n",
       "41       1610612746              Clippers           0            None   \n",
       "42       1610612766               Hornets           0            None   \n",
       "43       1610612766               Hornets           0            None   \n",
       "44       1610612746              Clippers           0            None   \n",
       "45       1610612746              Clippers           0            None   \n",
       "46       1610612746              Clippers           0            None   \n",
       "47       1610612746              Clippers      202391      Jeremy Lin   \n",
       "48       1610612766               Hornets           0            None   \n",
       "49       1610612746              Clippers           0            None   \n",
       "50       1610612746              Clippers           0            None   \n",
       "51       1610612766               Hornets           0            None   \n",
       "52       1610612766               Hornets           0            None   \n",
       "53       1610612746              Clippers           0            None   \n",
       "54       1610612746              Clippers      203798     PJ Hairston   \n",
       "55       1610612766               Hornets           0            None   \n",
       "56       1610612746              Clippers           0            None   \n",
       "57       1610612746              Clippers           0            None   \n",
       "58       1610612766               Hornets           0            None   \n",
       "59       1610612766               Hornets           0            None   \n",
       "                ...                   ...         ...             ...   \n",
       "\n",
       "   PLAYER2_TEAM_ABBREVIATION      \n",
       "0                       None ...  \n",
       "1                        CHA ...  \n",
       "2                        LAC ...  \n",
       "3                        CHA ...  \n",
       "4                       None ...  \n",
       "5                       None ...  \n",
       "6                       None ...  \n",
       "7                       None ...  \n",
       "8                       None ...  \n",
       "9                       None ...  \n",
       "10                      None ...  \n",
       "11                      None ...  \n",
       "12                      None ...  \n",
       "13                       CHA ...  \n",
       "14                       LAC ...  \n",
       "15                       LAC ...  \n",
       "16                      None ...  \n",
       "17                      None ...  \n",
       "18                      None ...  \n",
       "19                      None ...  \n",
       "20                       LAC ...  \n",
       "21                       CHA ...  \n",
       "22                      None ...  \n",
       "23                      None ...  \n",
       "24                      None ...  \n",
       "25                       LAC ...  \n",
       "26                      None ...  \n",
       "27                      None ...  \n",
       "28                       LAC ...  \n",
       "29                      None ...  \n",
       "30                      None ...  \n",
       "31                      None ...  \n",
       "32                      None ...  \n",
       "33                      None ...  \n",
       "34                      None ...  \n",
       "35                       LAC ...  \n",
       "36                       LAC ...  \n",
       "37                       LAC ...  \n",
       "38                       LAC ...  \n",
       "39                      None ...  \n",
       "40                      None ...  \n",
       "41                      None ...  \n",
       "42                      None ...  \n",
       "43                      None ...  \n",
       "44                      None ...  \n",
       "45                      None ...  \n",
       "46                      None ...  \n",
       "47                       CHA ...  \n",
       "48                      None ...  \n",
       "49                      None ...  \n",
       "50                      None ...  \n",
       "51                      None ...  \n",
       "52                      None ...  \n",
       "53                      None ...  \n",
       "54                       CHA ...  \n",
       "55                      None ...  \n",
       "56                      None ...  \n",
       "57                      None ...  \n",
       "58                      None ...  \n",
       "59                      None ...  \n",
       "                         ...      \n",
       "\n",
       "[430 rows x 33 columns]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.DataFrame(goldsberry.game.play_by_play(gid).plays())\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***boxscore_summary***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>GAMECODE</th>\n",
       "      <th>GAME_DATE_EST</th>\n",
       "      <th>GAME_ID</th>\n",
       "      <th>GAME_SEQUENCE</th>\n",
       "      <th>GAME_STATUS_ID</th>\n",
       "      <th>GAME_STATUS_TEXT</th>\n",
       "      <th>HOME_TEAM_ID</th>\n",
       "      <th>LIVE_PC_TIME</th>\n",
       "      <th>LIVE_PERIOD</th>\n",
       "      <th>LIVE_PERIOD_TIME_BCAST</th>\n",
       "      <th>NATL_TV_BROADCASTER_ABBREVIATION</th>\n",
       "      <th>SEASON</th>\n",
       "      <th>VISITOR_TEAM_ID</th>\n",
       "      <th>WH_STATUS</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td> 20160109/CHALAC</td>\n",
       "      <td> 2016-01-09T00:00:00</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td> 1</td>\n",
       "      <td> 3</td>\n",
       "      <td> Final</td>\n",
       "      <td> 1610612746</td>\n",
       "      <td>      </td>\n",
       "      <td> 4</td>\n",
       "      <td> Q4       - </td>\n",
       "      <td> None</td>\n",
       "      <td> 2015</td>\n",
       "      <td> 1610612766</td>\n",
       "      <td> 1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          GAMECODE        GAME_DATE_EST     GAME_ID  GAME_SEQUENCE  \\\n",
       "0  20160109/CHALAC  2016-01-09T00:00:00  0021500550              1   \n",
       "\n",
       "   GAME_STATUS_ID GAME_STATUS_TEXT  HOME_TEAM_ID LIVE_PC_TIME  LIVE_PERIOD  \\\n",
       "0               3            Final    1610612746                         4   \n",
       "\n",
       "  LIVE_PERIOD_TIME_BCAST NATL_TV_BROADCASTER_ABBREVIATION SEASON  \\\n",
       "0            Q4       -                              None   2015   \n",
       "\n",
       "   VISITOR_TEAM_ID  WH_STATUS  \n",
       "0       1610612766          1  \n",
       "\n",
       "[1 rows x 14 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.DataFrame(goldsberry.game.boxscore_summary(gid).game_summary())\n",
    "df     "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>LARGEST_LEAD</th>\n",
       "      <th>LEAD_CHANGES</th>\n",
       "      <th>LEAGUE_ID</th>\n",
       "      <th>PTS_2ND_CHANCE</th>\n",
       "      <th>PTS_FB</th>\n",
       "      <th>PTS_PAINT</th>\n",
       "      <th>TEAM_ABBREVIATION</th>\n",
       "      <th>TEAM_CITY</th>\n",
       "      <th>TEAM_ID</th>\n",
       "      <th>TIMES_TIED</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td> 17</td>\n",
       "      <td> 2</td>\n",
       "      <td> 00</td>\n",
       "      <td>  8</td>\n",
       "      <td>  6</td>\n",
       "      <td> 34</td>\n",
       "      <td> LAC</td>\n",
       "      <td> Los Angeles</td>\n",
       "      <td> 1610612746</td>\n",
       "      <td> 5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>  3</td>\n",
       "      <td> 2</td>\n",
       "      <td> 00</td>\n",
       "      <td> 15</td>\n",
       "      <td> 11</td>\n",
       "      <td> 38</td>\n",
       "      <td> CHA</td>\n",
       "      <td>   Charlotte</td>\n",
       "      <td> 1610612766</td>\n",
       "      <td> 5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   LARGEST_LEAD  LEAD_CHANGES LEAGUE_ID  PTS_2ND_CHANCE  PTS_FB  PTS_PAINT  \\\n",
       "0            17             2        00               8       6         34   \n",
       "1             3             2        00              15      11         38   \n",
       "\n",
       "  TEAM_ABBREVIATION    TEAM_CITY     TEAM_ID  TIMES_TIED  \n",
       "0               LAC  Los Angeles  1610612746           5  \n",
       "1               CHA    Charlotte  1610612766           5  \n",
       "\n",
       "[2 rows x 10 columns]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.DataFrame(goldsberry.game.boxscore_summary(gid).other_stats())\n",
    "df     "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>FIRST_NAME</th>\n",
       "      <th>JERSEY_NUM</th>\n",
       "      <th>LAST_NAME</th>\n",
       "      <th>OFFICIAL_ID</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>   Ron</td>\n",
       "      <td> 10  </td>\n",
       "      <td> Garretson</td>\n",
       "      <td>   1164</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>  Karl</td>\n",
       "      <td> 77  </td>\n",
       "      <td>      Lane</td>\n",
       "      <td> 202026</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td> Kevin</td>\n",
       "      <td> 28  </td>\n",
       "      <td>     Scott</td>\n",
       "      <td> 202041</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  FIRST_NAME JERSEY_NUM  LAST_NAME  OFFICIAL_ID\n",
       "0        Ron       10    Garretson         1164\n",
       "1       Karl       77         Lane       202026\n",
       "2      Kevin       28        Scott       202041\n",
       "\n",
       "[3 rows x 4 columns]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.DataFrame(goldsberry.game.boxscore_summary(gid).officials())\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ATTENDANCE</th>\n",
       "      <th>GAME_DATE</th>\n",
       "      <th>GAME_TIME</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td> 19060</td>\n",
       "      <td> SATURDAY, JANUARY 9, 2016</td>\n",
       "      <td> 2:02</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   ATTENDANCE                  GAME_DATE GAME_TIME\n",
       "0       19060  SATURDAY, JANUARY 9, 2016      2:02\n",
       "\n",
       "[1 rows x 3 columns]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.DataFrame(goldsberry.game.boxscore_summary(gid).game_info())\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>GAME_DATE_EST</th>\n",
       "      <th>GAME_ID</th>\n",
       "      <th>GAME_SEQUENCE</th>\n",
       "      <th>PTS</th>\n",
       "      <th>PTS_OT1</th>\n",
       "      <th>PTS_OT10</th>\n",
       "      <th>PTS_OT2</th>\n",
       "      <th>PTS_OT3</th>\n",
       "      <th>PTS_OT4</th>\n",
       "      <th>PTS_OT5</th>\n",
       "      <th>PTS_OT6</th>\n",
       "      <th>PTS_OT7</th>\n",
       "      <th>PTS_OT8</th>\n",
       "      <th>PTS_OT9</th>\n",
       "      <th>PTS_QTR1</th>\n",
       "      <th>PTS_QTR2</th>\n",
       "      <th>PTS_QTR3</th>\n",
       "      <th>PTS_QTR4</th>\n",
       "      <th>TEAM_ABBREVIATION</th>\n",
       "      <th>TEAM_CITY_NAME</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td> 2016-01-09T00:00:00</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td> 1</td>\n",
       "      <td> 97</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0</td>\n",
       "      <td> 27</td>\n",
       "      <td> 16</td>\n",
       "      <td> 27</td>\n",
       "      <td> 27</td>\n",
       "      <td> LAC</td>\n",
       "      <td> Los Angeles</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td> 2016-01-09T00:00:00</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td> 1</td>\n",
       "      <td> 83</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0</td>\n",
       "      <td> 18</td>\n",
       "      <td> 28</td>\n",
       "      <td> 18</td>\n",
       "      <td> 19</td>\n",
       "      <td> CHA</td>\n",
       "      <td>   Charlotte</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         GAME_DATE_EST     GAME_ID  GAME_SEQUENCE  PTS  PTS_OT1  PTS_OT10  \\\n",
       "0  2016-01-09T00:00:00  0021500550              1   97        0         0   \n",
       "1  2016-01-09T00:00:00  0021500550              1   83        0         0   \n",
       "\n",
       "   PTS_OT2  PTS_OT3  PTS_OT4  PTS_OT5  PTS_OT6  PTS_OT7  PTS_OT8  PTS_OT9  \\\n",
       "0        0        0        0        0        0        0        0        0   \n",
       "1        0        0        0        0        0        0        0        0   \n",
       "\n",
       "   PTS_QTR1  PTS_QTR2  PTS_QTR3  PTS_QTR4 TEAM_ABBREVIATION TEAM_CITY_NAME      \n",
       "0        27        16        27        27               LAC    Los Angeles ...  \n",
       "1        18        28        18        19               CHA      Charlotte ...  \n",
       "\n",
       "[2 rows x 23 columns]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.DataFrame(goldsberry.game.boxscore_summary(gid).last_meeting())\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>GAME_ID</th>\n",
       "      <th>LAST_GAME_DATE_EST</th>\n",
       "      <th>LAST_GAME_HOME_TEAM_ABBREVIATION</th>\n",
       "      <th>LAST_GAME_HOME_TEAM_CITY</th>\n",
       "      <th>LAST_GAME_HOME_TEAM_ID</th>\n",
       "      <th>LAST_GAME_HOME_TEAM_NAME</th>\n",
       "      <th>LAST_GAME_HOME_TEAM_POINTS</th>\n",
       "      <th>LAST_GAME_ID</th>\n",
       "      <th>LAST_GAME_VISITOR_TEAM_CITY</th>\n",
       "      <th>LAST_GAME_VISITOR_TEAM_CITY1</th>\n",
       "      <th>LAST_GAME_VISITOR_TEAM_ID</th>\n",
       "      <th>LAST_GAME_VISITOR_TEAM_NAME</th>\n",
       "      <th>LAST_GAME_VISITOR_TEAM_POINTS</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td> 0021500550</td>\n",
       "      <td> 2015-12-30T00:00:00</td>\n",
       "      <td> LAC</td>\n",
       "      <td> Los Angeles</td>\n",
       "      <td> 1610612746</td>\n",
       "      <td> Clippers</td>\n",
       "      <td> 122</td>\n",
       "      <td> 0021500474</td>\n",
       "      <td> Charlotte</td>\n",
       "      <td> CHA</td>\n",
       "      <td> 1610612766</td>\n",
       "      <td> Hornets</td>\n",
       "      <td> 117</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      GAME_ID   LAST_GAME_DATE_EST LAST_GAME_HOME_TEAM_ABBREVIATION  \\\n",
       "0  0021500550  2015-12-30T00:00:00                              LAC   \n",
       "\n",
       "  LAST_GAME_HOME_TEAM_CITY  LAST_GAME_HOME_TEAM_ID LAST_GAME_HOME_TEAM_NAME  \\\n",
       "0              Los Angeles              1610612746                 Clippers   \n",
       "\n",
       "   LAST_GAME_HOME_TEAM_POINTS LAST_GAME_ID LAST_GAME_VISITOR_TEAM_CITY  \\\n",
       "0                         122   0021500474                   Charlotte   \n",
       "\n",
       "  LAST_GAME_VISITOR_TEAM_CITY1  LAST_GAME_VISITOR_TEAM_ID  \\\n",
       "0                          CHA                 1610612766   \n",
       "\n",
       "  LAST_GAME_VISITOR_TEAM_NAME  LAST_GAME_VISITOR_TEAM_POINTS  \n",
       "0                     Hornets                            117  \n",
       "\n",
       "[1 rows x 13 columns]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.DataFrame(goldsberry.game.boxscore_summary(gid).season_series())\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***boxscore_traditional***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
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       "      <th></th>\n",
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       "      <td>       Chris Paul</td>\n",
       "      <td> 21</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td> 2</td>\n",
       "      <td> 0</td>\n",
       "      <td> </td>\n",
       "      <td>  1</td>\n",
       "      <td> 7</td>\n",
       "      <td> 1</td>\n",
       "      <td> 0.143</td>\n",
       "      <td> 20</td>\n",
       "      <td>  9</td>\n",
       "      <td> 0.450</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0.000</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td> 30:43</td>\n",
       "      <td> 0</td>\n",
       "      <td> 1</td>\n",
       "      <td>    2037</td>\n",
       "      <td>   Jamal Crawford</td>\n",
       "      <td>  0</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td> 0</td>\n",
       "      <td> 1</td>\n",
       "      <td> </td>\n",
       "      <td>  3</td>\n",
       "      <td> 5</td>\n",
       "      <td> 1</td>\n",
       "      <td> 0.200</td>\n",
       "      <td>  7</td>\n",
       "      <td>  1</td>\n",
       "      <td> 0.143</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0.000</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td> 22:57</td>\n",
       "      <td> 1</td>\n",
       "      <td> 4</td>\n",
       "      <td>  202325</td>\n",
       "      <td>   Wesley Johnson</td>\n",
       "      <td> -4</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td> 4</td>\n",
       "      <td> 0</td>\n",
       "      <td> </td>\n",
       "      <td>  2</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0.000</td>\n",
       "      <td>  0</td>\n",
       "      <td>  0</td>\n",
       "      <td> 0.000</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0.000</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td> 16:47</td>\n",
       "      <td> 1</td>\n",
       "      <td> 3</td>\n",
       "      <td>  203143</td>\n",
       "      <td>   Pablo Prigioni</td>\n",
       "      <td> -7</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td> 2</td>\n",
       "      <td> 0</td>\n",
       "      <td> </td>\n",
       "      <td>  1</td>\n",
       "      <td> 1</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0.000</td>\n",
       "      <td>  7</td>\n",
       "      <td>  2</td>\n",
       "      <td> 0.286</td>\n",
       "      <td> 2</td>\n",
       "      <td> 2</td>\n",
       "      <td> 1.000</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td> 24:22</td>\n",
       "      <td> 0</td>\n",
       "      <td> 2</td>\n",
       "      <td>  203085</td>\n",
       "      <td>    Austin Rivers</td>\n",
       "      <td>-11</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td> 0</td>\n",
       "      <td> 0</td>\n",
       "      <td> </td>\n",
       "      <td>  2</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0.000</td>\n",
       "      <td>  6</td>\n",
       "      <td>  4</td>\n",
       "      <td> 0.667</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0</td>\n",
       "      <td> 0.000</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td> 12:35</td>\n",
       "      <td> 2</td>\n",
       "      <td> 0</td>\n",
       "      <td>  202332</td>\n",
       "      <td>     Cole Aldrich</td>\n",
       "      <td> -7</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>19 rows × 28 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    AST  BLK COMMENT  DREB  FG3A  FG3M  FG3_PCT  FGA  FGM  FG_PCT  FTA  FTM  \\\n",
       "0     0    0             3     1     0    0.000    4    1   0.250    0    0   \n",
       "1     1    1             1     7     1    0.143   12    3   0.250    0    0   \n",
       "2     0    1            10     0     0    0.000    7    2   0.286    4    2   \n",
       "3     4    0             4     4     3    0.750   16    9   0.563    6    5   \n",
       "4     3    0             1     4     0    0.000   16    4   0.250    5    3   \n",
       "5     2    0             4     1     0    0.000    6    1   0.167    2    2   \n",
       "6     0    1            10     4     2    0.500   14    8   0.571    0    0   \n",
       "7     1    0             3     2     1    0.500    5    2   0.400    2    2   \n",
       "8     3    0             0     0     0    0.000    4    1   0.250    0    0   \n",
       "9     0    1             3     0     0    0.000    2    1   0.500    2    2   \n",
       "10    0    2             2     8     0    0.000   10    2   0.200    0    0   \n",
       "11    2    4            12     0     0    0.000   10    4   0.400    4    3   \n",
       "12    2    0             2     5     3    0.600   10    6   0.600    2    2   \n",
       "13    7    1             6     5     3    0.600   19   11   0.579    0    0   \n",
       "14    2    0             1     7     1    0.143   20    9   0.450    0    0   \n",
       "15    0    1             3     5     1    0.200    7    1   0.143    0    0   \n",
       "16    4    0             2     0     0    0.000    0    0   0.000    0    0   \n",
       "17    2    0             1     1     0    0.000    7    2   0.286    2    2   \n",
       "18    0    0             2     0     0    0.000    6    4   0.667    0    0   \n",
       "\n",
       "    FT_PCT     GAME_ID    MIN  OREB  PF  PLAYER_ID       PLAYER_NAME  \\\n",
       "0    0.000  0021500550  21:00     0   1     203798       PJ Hairston   \n",
       "1    0.000  0021500550  30:00     2   1     101107   Marvin Williams   \n",
       "2    0.500  0021500550  33:06     3   4     203469       Cody Zeller   \n",
       "3    0.833  0021500550  40:50     0   5     202391        Jeremy Lin   \n",
       "4    0.600  0021500550  38:09     1   3     202689      Kemba Walker   \n",
       "5    1.000  0021500550  18:00     1   1    1626163    Frank Kaminsky   \n",
       "6    0.000  0021500550  34:10     3   1     203087       Jeremy Lamb   \n",
       "7    1.000  0021500550  14:54     1   0     201150     Spencer Hawes   \n",
       "8    0.000  0021500550   9:51     0   0     203148     Brian Roberts   \n",
       "9    1.000  0021500550  18:00     1   1     201601  Luc Mbah a Moute   \n",
       "10   0.000  0021500550  19:26     0   1       1718       Paul Pierce   \n",
       "11   0.750  0021500550  35:25     7   2     201599    DeAndre Jordan   \n",
       "12   1.000  0021500550  28:32     0   1     200755         JJ Redick   \n",
       "13   0.000  0021500550  31:13     1   4     101108        Chris Paul   \n",
       "14   0.000  0021500550  30:43     0   1       2037    Jamal Crawford   \n",
       "15   0.000  0021500550  22:57     1   4     202325    Wesley Johnson   \n",
       "16   0.000  0021500550  16:47     1   3     203143    Pablo Prigioni   \n",
       "17   1.000  0021500550  24:22     0   2     203085     Austin Rivers   \n",
       "18   0.000  0021500550  12:35     2   0     202332      Cole Aldrich   \n",
       "\n",
       "    PLUS_MINUS      \n",
       "0          -18 ...  \n",
       "1          -20 ...  \n",
       "2          -19 ...  \n",
       "3          -15 ...  \n",
       "4          -19 ...  \n",
       "5            6 ...  \n",
       "6            5 ...  \n",
       "7            5 ...  \n",
       "8            5 ...  \n",
       "9           24 ...  \n",
       "10          11 ...  \n",
       "11          21 ...  \n",
       "12          22 ...  \n",
       "13          21 ...  \n",
       "14           0 ...  \n",
       "15          -4 ...  \n",
       "16          -7 ...  \n",
       "17         -11 ...  \n",
       "18          -7 ...  \n",
       "\n",
       "[19 rows x 28 columns]"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.DataFrame(goldsberry.game.boxscore_traditional(gid).player_stats())\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AST</th>\n",
       "      <th>BLK</th>\n",
       "      <th>DREB</th>\n",
       "      <th>FG3A</th>\n",
       "      <th>FG3M</th>\n",
       "      <th>FG3_PCT</th>\n",
       "      <th>FGA</th>\n",
       "      <th>FGM</th>\n",
       "      <th>FG_PCT</th>\n",
       "      <th>FTA</th>\n",
       "      <th>FTM</th>\n",
       "      <th>FT_PCT</th>\n",
       "      <th>GAME_ID</th>\n",
       "      <th>MIN</th>\n",
       "      <th>OREB</th>\n",
       "      <th>PF</th>\n",
       "      <th>PLUS_MINUS</th>\n",
       "      <th>PTS</th>\n",
       "      <th>REB</th>\n",
       "      <th>STL</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td> 19</td>\n",
       "      <td> 9</td>\n",
       "      <td> 34</td>\n",
       "      <td> 31</td>\n",
       "      <td> 8</td>\n",
       "      <td> 0.258</td>\n",
       "      <td> 91</td>\n",
       "      <td> 40</td>\n",
       "      <td> 0.440</td>\n",
       "      <td> 10</td>\n",
       "      <td>  9</td>\n",
       "      <td> 0.900</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td> 240:00</td>\n",
       "      <td> 13</td>\n",
       "      <td> 19</td>\n",
       "      <td> 14</td>\n",
       "      <td> 97</td>\n",
       "      <td> 47</td>\n",
       "      <td> 6</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td> 14</td>\n",
       "      <td> 3</td>\n",
       "      <td> 36</td>\n",
       "      <td> 23</td>\n",
       "      <td> 7</td>\n",
       "      <td> 0.304</td>\n",
       "      <td> 84</td>\n",
       "      <td> 31</td>\n",
       "      <td> 0.369</td>\n",
       "      <td> 19</td>\n",
       "      <td> 14</td>\n",
       "      <td> 0.737</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td> 240:00</td>\n",
       "      <td> 11</td>\n",
       "      <td> 16</td>\n",
       "      <td>-14</td>\n",
       "      <td> 83</td>\n",
       "      <td> 47</td>\n",
       "      <td> 4</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   AST  BLK  DREB  FG3A  FG3M  FG3_PCT  FGA  FGM  FG_PCT  FTA  FTM  FT_PCT  \\\n",
       "0   19    9    34    31     8    0.258   91   40   0.440   10    9   0.900   \n",
       "1   14    3    36    23     7    0.304   84   31   0.369   19   14   0.737   \n",
       "\n",
       "      GAME_ID     MIN  OREB  PF  PLUS_MINUS  PTS  REB  STL      \n",
       "0  0021500550  240:00    13  19          14   97   47    6 ...  \n",
       "1  0021500550  240:00    11  16         -14   83   47    4 ...  \n",
       "\n",
       "[2 rows x 25 columns]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.DataFrame(goldsberry.game.boxscore_traditional(gid).team_stats())\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***boxscore_advanced***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AST_PCT</th>\n",
       "      <th>AST_RATIO</th>\n",
       "      <th>AST_TOV</th>\n",
       "      <th>COMMENT</th>\n",
       "      <th>DEF_RATING</th>\n",
       "      <th>DREB_PCT</th>\n",
       "      <th>EFG_PCT</th>\n",
       "      <th>GAME_ID</th>\n",
       "      <th>MIN</th>\n",
       "      <th>NET_RATING</th>\n",
       "      <th>OFF_RATING</th>\n",
       "      <th>OREB_PCT</th>\n",
       "      <th>PACE</th>\n",
       "      <th>PIE</th>\n",
       "      <th>PLAYER_ID</th>\n",
       "      <th>PLAYER_NAME</th>\n",
       "      <th>REB_PCT</th>\n",
       "      <th>START_POSITION</th>\n",
       "      <th>TEAM_ABBREVIATION</th>\n",
       "      <th>TEAM_CITY</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0 </th>\n",
       "      <td> 0.000</td>\n",
       "      <td>   0.0</td>\n",
       "      <td> 0.00</td>\n",
       "      <td> </td>\n",
       "      <td> 116.1</td>\n",
       "      <td> 0.143</td>\n",
       "      <td> 0.250</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td> 21:00</td>\n",
       "      <td>-53.9</td>\n",
       "      <td>  62.2</td>\n",
       "      <td> 0.000</td>\n",
       "      <td> 93.90</td>\n",
       "      <td> 0.040</td>\n",
       "      <td>  203798</td>\n",
       "      <td>      PJ Hairston</td>\n",
       "      <td> 0.065</td>\n",
       "      <td> F</td>\n",
       "      <td> CHA</td>\n",
       "      <td>   Charlotte</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1 </th>\n",
       "      <td> 0.077</td>\n",
       "      <td>   7.7</td>\n",
       "      <td> 0.00</td>\n",
       "      <td> </td>\n",
       "      <td> 115.0</td>\n",
       "      <td> 0.034</td>\n",
       "      <td> 0.292</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td> 30:00</td>\n",
       "      <td>-43.7</td>\n",
       "      <td>  71.3</td>\n",
       "      <td> 0.065</td>\n",
       "      <td> 92.03</td>\n",
       "      <td> 0.006</td>\n",
       "      <td>  101107</td>\n",
       "      <td>  Marvin Williams</td>\n",
       "      <td> 0.050</td>\n",
       "      <td> F</td>\n",
       "      <td> CHA</td>\n",
       "      <td>   Charlotte</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2 </th>\n",
       "      <td> 0.000</td>\n",
       "      <td>   0.0</td>\n",
       "      <td> 0.00</td>\n",
       "      <td> </td>\n",
       "      <td> 111.7</td>\n",
       "      <td> 0.313</td>\n",
       "      <td> 0.286</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td> 33:06</td>\n",
       "      <td>-37.5</td>\n",
       "      <td>  74.2</td>\n",
       "      <td> 0.091</td>\n",
       "      <td> 95.25</td>\n",
       "      <td> 0.056</td>\n",
       "      <td>  203469</td>\n",
       "      <td>      Cody Zeller</td>\n",
       "      <td> 0.200</td>\n",
       "      <td> C</td>\n",
       "      <td> CHA</td>\n",
       "      <td>   Charlotte</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3 </th>\n",
       "      <td> 0.211</td>\n",
       "      <td>  16.2</td>\n",
       "      <td> 2.00</td>\n",
       "      <td> </td>\n",
       "      <td> 110.7</td>\n",
       "      <td> 0.105</td>\n",
       "      <td> 0.656</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td> 40:50</td>\n",
       "      <td>-20.1</td>\n",
       "      <td>  90.6</td>\n",
       "      <td> 0.000</td>\n",
       "      <td> 94.11</td>\n",
       "      <td> 0.145</td>\n",
       "      <td>  202391</td>\n",
       "      <td>       Jeremy Lin</td>\n",
       "      <td> 0.053</td>\n",
       "      <td> G</td>\n",
       "      <td> CHA</td>\n",
       "      <td>   Charlotte</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4 </th>\n",
       "      <td> 0.167</td>\n",
       "      <td>  11.9</td>\n",
       "      <td> 0.75</td>\n",
       "      <td> </td>\n",
       "      <td> 109.1</td>\n",
       "      <td> 0.025</td>\n",
       "      <td> 0.250</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td> 38:09</td>\n",
       "      <td>-30.7</td>\n",
       "      <td>  78.5</td>\n",
       "      <td> 0.026</td>\n",
       "      <td> 93.66</td>\n",
       "      <td>-0.054</td>\n",
       "      <td>  202689</td>\n",
       "      <td>     Kemba Walker</td>\n",
       "      <td> 0.025</td>\n",
       "      <td> G</td>\n",
       "      <td> CHA</td>\n",
       "      <td>   Charlotte</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5 </th>\n",
       "      <td> 0.143</td>\n",
       "      <td>  18.4</td>\n",
       "      <td> 1.00</td>\n",
       "      <td> </td>\n",
       "      <td>  92.8</td>\n",
       "      <td> 0.200</td>\n",
       "      <td> 0.167</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td> 18:00</td>\n",
       "      <td> 15.1</td>\n",
       "      <td> 107.9</td>\n",
       "      <td> 0.071</td>\n",
       "      <td> 98.29</td>\n",
       "      <td> 0.043</td>\n",
       "      <td> 1626163</td>\n",
       "      <td>   Frank Kaminsky</td>\n",
       "      <td> 0.147</td>\n",
       "      <td>  </td>\n",
       "      <td> CHA</td>\n",
       "      <td>   Charlotte</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6 </th>\n",
       "      <td> 0.000</td>\n",
       "      <td>   0.0</td>\n",
       "      <td> 0.00</td>\n",
       "      <td> </td>\n",
       "      <td>  94.5</td>\n",
       "      <td> 0.256</td>\n",
       "      <td> 0.643</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td> 34:10</td>\n",
       "      <td> -1.2</td>\n",
       "      <td>  93.3</td>\n",
       "      <td> 0.111</td>\n",
       "      <td> 95.00</td>\n",
       "      <td> 0.243</td>\n",
       "      <td>  203087</td>\n",
       "      <td>      Jeremy Lamb</td>\n",
       "      <td> 0.197</td>\n",
       "      <td>  </td>\n",
       "      <td> CHA</td>\n",
       "      <td>   Charlotte</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7 </th>\n",
       "      <td> 0.111</td>\n",
       "      <td>  12.7</td>\n",
       "      <td> 1.00</td>\n",
       "      <td> </td>\n",
       "      <td>  93.9</td>\n",
       "      <td> 0.176</td>\n",
       "      <td> 0.500</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td> 14:54</td>\n",
       "      <td> 17.9</td>\n",
       "      <td> 111.7</td>\n",
       "      <td> 0.083</td>\n",
       "      <td> 92.46</td>\n",
       "      <td> 0.146</td>\n",
       "      <td>  201150</td>\n",
       "      <td>    Spencer Hawes</td>\n",
       "      <td> 0.138</td>\n",
       "      <td>  </td>\n",
       "      <td> CHA</td>\n",
       "      <td>   Charlotte</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8 </th>\n",
       "      <td> 0.375</td>\n",
       "      <td>  30.0</td>\n",
       "      <td> 1.00</td>\n",
       "      <td> </td>\n",
       "      <td>  94.7</td>\n",
       "      <td> 0.000</td>\n",
       "      <td> 0.250</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td>  9:51</td>\n",
       "      <td> 15.4</td>\n",
       "      <td> 110.2</td>\n",
       "      <td> 0.000</td>\n",
       "      <td> 97.17</td>\n",
       "      <td> 0.000</td>\n",
       "      <td>  203148</td>\n",
       "      <td>    Brian Roberts</td>\n",
       "      <td> 0.000</td>\n",
       "      <td>  </td>\n",
       "      <td> CHA</td>\n",
       "      <td>   Charlotte</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9 </th>\n",
       "      <td> 0.000</td>\n",
       "      <td>   0.0</td>\n",
       "      <td> 0.00</td>\n",
       "      <td> </td>\n",
       "      <td>  61.5</td>\n",
       "      <td> 0.167</td>\n",
       "      <td> 0.500</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td> 18:00</td>\n",
       "      <td> 78.2</td>\n",
       "      <td> 139.7</td>\n",
       "      <td> 0.077</td>\n",
       "      <td> 94.72</td>\n",
       "      <td> 0.137</td>\n",
       "      <td>  201601</td>\n",
       "      <td> Luc Mbah a Moute</td>\n",
       "      <td> 0.129</td>\n",
       "      <td> F</td>\n",
       "      <td> LAC</td>\n",
       "      <td> Los Angeles</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td> 0.000</td>\n",
       "      <td>   0.0</td>\n",
       "      <td> 0.00</td>\n",
       "      <td> </td>\n",
       "      <td>  73.8</td>\n",
       "      <td> 0.105</td>\n",
       "      <td> 0.200</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td> 19:26</td>\n",
       "      <td> 37.4</td>\n",
       "      <td> 111.2</td>\n",
       "      <td> 0.000</td>\n",
       "      <td> 95.74</td>\n",
       "      <td>-0.017</td>\n",
       "      <td>    1718</td>\n",
       "      <td>      Paul Pierce</td>\n",
       "      <td> 0.051</td>\n",
       "      <td> F</td>\n",
       "      <td> LAC</td>\n",
       "      <td> Los Angeles</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td> 0.080</td>\n",
       "      <td>  14.5</td>\n",
       "      <td> 0.00</td>\n",
       "      <td> </td>\n",
       "      <td>  70.2</td>\n",
       "      <td> 0.324</td>\n",
       "      <td> 0.400</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td> 35:25</td>\n",
       "      <td> 34.8</td>\n",
       "      <td> 105.1</td>\n",
       "      <td> 0.194</td>\n",
       "      <td> 95.63</td>\n",
       "      <td> 0.243</td>\n",
       "      <td>  201599</td>\n",
       "      <td>   DeAndre Jordan</td>\n",
       "      <td> 0.260</td>\n",
       "      <td> C</td>\n",
       "      <td> LAC</td>\n",
       "      <td> Los Angeles</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td> 0.105</td>\n",
       "      <td>  14.4</td>\n",
       "      <td> 2.00</td>\n",
       "      <td> </td>\n",
       "      <td>  68.4</td>\n",
       "      <td> 0.067</td>\n",
       "      <td> 0.750</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td> 28:32</td>\n",
       "      <td> 47.2</td>\n",
       "      <td> 115.6</td>\n",
       "      <td> 0.000</td>\n",
       "      <td> 94.34</td>\n",
       "      <td> 0.188</td>\n",
       "      <td>  200755</td>\n",
       "      <td>        JJ Redick</td>\n",
       "      <td> 0.036</td>\n",
       "      <td> G</td>\n",
       "      <td> LAC</td>\n",
       "      <td> Los Angeles</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td> 0.438</td>\n",
       "      <td>  22.6</td>\n",
       "      <td> 1.40</td>\n",
       "      <td> </td>\n",
       "      <td>  72.6</td>\n",
       "      <td> 0.194</td>\n",
       "      <td> 0.658</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td> 31:13</td>\n",
       "      <td> 39.7</td>\n",
       "      <td> 112.4</td>\n",
       "      <td> 0.033</td>\n",
       "      <td> 96.29</td>\n",
       "      <td> 0.282</td>\n",
       "      <td>  101108</td>\n",
       "      <td>       Chris Paul</td>\n",
       "      <td> 0.115</td>\n",
       "      <td> G</td>\n",
       "      <td> LAC</td>\n",
       "      <td> Los Angeles</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td> 0.125</td>\n",
       "      <td>   8.0</td>\n",
       "      <td> 0.67</td>\n",
       "      <td> </td>\n",
       "      <td>  97.2</td>\n",
       "      <td> 0.038</td>\n",
       "      <td> 0.475</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td> 30:43</td>\n",
       "      <td>  1.8</td>\n",
       "      <td>  98.9</td>\n",
       "      <td> 0.000</td>\n",
       "      <td> 94.04</td>\n",
       "      <td> 0.075</td>\n",
       "      <td>    2037</td>\n",
       "      <td>   Jamal Crawford</td>\n",
       "      <td> 0.017</td>\n",
       "      <td>  </td>\n",
       "      <td> LAC</td>\n",
       "      <td> Los Angeles</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td> 0.000</td>\n",
       "      <td>   0.0</td>\n",
       "      <td> 0.00</td>\n",
       "      <td> </td>\n",
       "      <td>  98.2</td>\n",
       "      <td> 0.136</td>\n",
       "      <td> 0.214</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td> 22:57</td>\n",
       "      <td> -6.3</td>\n",
       "      <td>  91.8</td>\n",
       "      <td> 0.037</td>\n",
       "      <td> 94.62</td>\n",
       "      <td>-0.033</td>\n",
       "      <td>  202325</td>\n",
       "      <td>   Wesley Johnson</td>\n",
       "      <td> 0.082</td>\n",
       "      <td>  </td>\n",
       "      <td> LAC</td>\n",
       "      <td> Los Angeles</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td> 0.308</td>\n",
       "      <td> 100.0</td>\n",
       "      <td> 0.00</td>\n",
       "      <td> </td>\n",
       "      <td> 110.3</td>\n",
       "      <td> 0.143</td>\n",
       "      <td> 0.000</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td> 16:47</td>\n",
       "      <td>-16.4</td>\n",
       "      <td>  93.9</td>\n",
       "      <td> 0.053</td>\n",
       "      <td> 90.83</td>\n",
       "      <td> 0.063</td>\n",
       "      <td>  203143</td>\n",
       "      <td>   Pablo Prigioni</td>\n",
       "      <td> 0.091</td>\n",
       "      <td>  </td>\n",
       "      <td> LAC</td>\n",
       "      <td> Los Angeles</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td> 0.125</td>\n",
       "      <td>  20.2</td>\n",
       "      <td> 0.00</td>\n",
       "      <td> </td>\n",
       "      <td> 106.2</td>\n",
       "      <td> 0.050</td>\n",
       "      <td> 0.286</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td> 24:22</td>\n",
       "      <td>-16.6</td>\n",
       "      <td>  89.6</td>\n",
       "      <td> 0.000</td>\n",
       "      <td> 93.29</td>\n",
       "      <td> 0.039</td>\n",
       "      <td>  203085</td>\n",
       "      <td>    Austin Rivers</td>\n",
       "      <td> 0.020</td>\n",
       "      <td>  </td>\n",
       "      <td> LAC</td>\n",
       "      <td> Los Angeles</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td> 0.000</td>\n",
       "      <td>   0.0</td>\n",
       "      <td> 0.00</td>\n",
       "      <td> </td>\n",
       "      <td> 129.2</td>\n",
       "      <td> 0.250</td>\n",
       "      <td> 0.667</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td> 12:35</td>\n",
       "      <td>-20.0</td>\n",
       "      <td> 109.3</td>\n",
       "      <td> 0.154</td>\n",
       "      <td> 90.86</td>\n",
       "      <td> 0.171</td>\n",
       "      <td>  202332</td>\n",
       "      <td>     Cole Aldrich</td>\n",
       "      <td> 0.190</td>\n",
       "      <td>  </td>\n",
       "      <td> LAC</td>\n",
       "      <td> Los Angeles</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>19 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    AST_PCT  AST_RATIO  AST_TOV COMMENT  DEF_RATING  DREB_PCT  EFG_PCT  \\\n",
       "0     0.000        0.0     0.00               116.1     0.143    0.250   \n",
       "1     0.077        7.7     0.00               115.0     0.034    0.292   \n",
       "2     0.000        0.0     0.00               111.7     0.313    0.286   \n",
       "3     0.211       16.2     2.00               110.7     0.105    0.656   \n",
       "4     0.167       11.9     0.75               109.1     0.025    0.250   \n",
       "5     0.143       18.4     1.00                92.8     0.200    0.167   \n",
       "6     0.000        0.0     0.00                94.5     0.256    0.643   \n",
       "7     0.111       12.7     1.00                93.9     0.176    0.500   \n",
       "8     0.375       30.0     1.00                94.7     0.000    0.250   \n",
       "9     0.000        0.0     0.00                61.5     0.167    0.500   \n",
       "10    0.000        0.0     0.00                73.8     0.105    0.200   \n",
       "11    0.080       14.5     0.00                70.2     0.324    0.400   \n",
       "12    0.105       14.4     2.00                68.4     0.067    0.750   \n",
       "13    0.438       22.6     1.40                72.6     0.194    0.658   \n",
       "14    0.125        8.0     0.67                97.2     0.038    0.475   \n",
       "15    0.000        0.0     0.00                98.2     0.136    0.214   \n",
       "16    0.308      100.0     0.00               110.3     0.143    0.000   \n",
       "17    0.125       20.2     0.00               106.2     0.050    0.286   \n",
       "18    0.000        0.0     0.00               129.2     0.250    0.667   \n",
       "\n",
       "       GAME_ID    MIN  NET_RATING  OFF_RATING  OREB_PCT   PACE    PIE  \\\n",
       "0   0021500550  21:00       -53.9        62.2     0.000  93.90  0.040   \n",
       "1   0021500550  30:00       -43.7        71.3     0.065  92.03  0.006   \n",
       "2   0021500550  33:06       -37.5        74.2     0.091  95.25  0.056   \n",
       "3   0021500550  40:50       -20.1        90.6     0.000  94.11  0.145   \n",
       "4   0021500550  38:09       -30.7        78.5     0.026  93.66 -0.054   \n",
       "5   0021500550  18:00        15.1       107.9     0.071  98.29  0.043   \n",
       "6   0021500550  34:10        -1.2        93.3     0.111  95.00  0.243   \n",
       "7   0021500550  14:54        17.9       111.7     0.083  92.46  0.146   \n",
       "8   0021500550   9:51        15.4       110.2     0.000  97.17  0.000   \n",
       "9   0021500550  18:00        78.2       139.7     0.077  94.72  0.137   \n",
       "10  0021500550  19:26        37.4       111.2     0.000  95.74 -0.017   \n",
       "11  0021500550  35:25        34.8       105.1     0.194  95.63  0.243   \n",
       "12  0021500550  28:32        47.2       115.6     0.000  94.34  0.188   \n",
       "13  0021500550  31:13        39.7       112.4     0.033  96.29  0.282   \n",
       "14  0021500550  30:43         1.8        98.9     0.000  94.04  0.075   \n",
       "15  0021500550  22:57        -6.3        91.8     0.037  94.62 -0.033   \n",
       "16  0021500550  16:47       -16.4        93.9     0.053  90.83  0.063   \n",
       "17  0021500550  24:22       -16.6        89.6     0.000  93.29  0.039   \n",
       "18  0021500550  12:35       -20.0       109.3     0.154  90.86  0.171   \n",
       "\n",
       "    PLAYER_ID       PLAYER_NAME  REB_PCT START_POSITION TEAM_ABBREVIATION  \\\n",
       "0      203798       PJ Hairston    0.065              F               CHA   \n",
       "1      101107   Marvin Williams    0.050              F               CHA   \n",
       "2      203469       Cody Zeller    0.200              C               CHA   \n",
       "3      202391        Jeremy Lin    0.053              G               CHA   \n",
       "4      202689      Kemba Walker    0.025              G               CHA   \n",
       "5     1626163    Frank Kaminsky    0.147                              CHA   \n",
       "6      203087       Jeremy Lamb    0.197                              CHA   \n",
       "7      201150     Spencer Hawes    0.138                              CHA   \n",
       "8      203148     Brian Roberts    0.000                              CHA   \n",
       "9      201601  Luc Mbah a Moute    0.129              F               LAC   \n",
       "10       1718       Paul Pierce    0.051              F               LAC   \n",
       "11     201599    DeAndre Jordan    0.260              C               LAC   \n",
       "12     200755         JJ Redick    0.036              G               LAC   \n",
       "13     101108        Chris Paul    0.115              G               LAC   \n",
       "14       2037    Jamal Crawford    0.017                              LAC   \n",
       "15     202325    Wesley Johnson    0.082                              LAC   \n",
       "16     203143    Pablo Prigioni    0.091                              LAC   \n",
       "17     203085     Austin Rivers    0.020                              LAC   \n",
       "18     202332      Cole Aldrich    0.190                              LAC   \n",
       "\n",
       "      TEAM_CITY      \n",
       "0     Charlotte ...  \n",
       "1     Charlotte ...  \n",
       "2     Charlotte ...  \n",
       "3     Charlotte ...  \n",
       "4     Charlotte ...  \n",
       "5     Charlotte ...  \n",
       "6     Charlotte ...  \n",
       "7     Charlotte ...  \n",
       "8     Charlotte ...  \n",
       "9   Los Angeles ...  \n",
       "10  Los Angeles ...  \n",
       "11  Los Angeles ...  \n",
       "12  Los Angeles ...  \n",
       "13  Los Angeles ...  \n",
       "14  Los Angeles ...  \n",
       "15  Los Angeles ...  \n",
       "16  Los Angeles ...  \n",
       "17  Los Angeles ...  \n",
       "18  Los Angeles ...  \n",
       "\n",
       "[19 rows x 24 columns]"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.DataFrame(goldsberry.game.boxscore_advanced(gid).player_stats())\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AST_PCT</th>\n",
       "      <th>AST_RATIO</th>\n",
       "      <th>AST_TOV</th>\n",
       "      <th>DEF_RATING</th>\n",
       "      <th>DREB_PCT</th>\n",
       "      <th>EFG_PCT</th>\n",
       "      <th>GAME_ID</th>\n",
       "      <th>MIN</th>\n",
       "      <th>NET_RATING</th>\n",
       "      <th>OFF_RATING</th>\n",
       "      <th>OREB_PCT</th>\n",
       "      <th>PACE</th>\n",
       "      <th>PIE</th>\n",
       "      <th>REB_PCT</th>\n",
       "      <th>TEAM_ABBREVIATION</th>\n",
       "      <th>TEAM_CITY</th>\n",
       "      <th>TEAM_ID</th>\n",
       "      <th>TEAM_NAME</th>\n",
       "      <th>TM_TOV_PCT</th>\n",
       "      <th>TS_PCT</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td> 0.475</td>\n",
       "      <td> 15.4</td>\n",
       "      <td> 2.11</td>\n",
       "      <td>  85.3</td>\n",
       "      <td> 0.756</td>\n",
       "      <td> 0.484</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td> 240:00</td>\n",
       "      <td> 20.9</td>\n",
       "      <td> 106.1</td>\n",
       "      <td> 0.265</td>\n",
       "      <td> 94.38</td>\n",
       "      <td> 0.617</td>\n",
       "      <td> 0.5</td>\n",
       "      <td> LAC</td>\n",
       "      <td> Los Angeles</td>\n",
       "      <td> 1610612746</td>\n",
       "      <td> Clippers</td>\n",
       "      <td>  9.847</td>\n",
       "      <td> 0.508</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td> 0.452</td>\n",
       "      <td> 11.4</td>\n",
       "      <td> 0.88</td>\n",
       "      <td> 106.1</td>\n",
       "      <td> 0.735</td>\n",
       "      <td> 0.411</td>\n",
       "      <td> 0021500550</td>\n",
       "      <td> 240:00</td>\n",
       "      <td>-20.9</td>\n",
       "      <td>  85.3</td>\n",
       "      <td> 0.244</td>\n",
       "      <td> 94.38</td>\n",
       "      <td> 0.383</td>\n",
       "      <td> 0.5</td>\n",
       "      <td> CHA</td>\n",
       "      <td>   Charlotte</td>\n",
       "      <td> 1610612766</td>\n",
       "      <td>  Hornets</td>\n",
       "      <td> 16.434</td>\n",
       "      <td> 0.449</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   AST_PCT  AST_RATIO  AST_TOV  DEF_RATING  DREB_PCT  EFG_PCT     GAME_ID  \\\n",
       "0    0.475       15.4     2.11        85.3     0.756    0.484  0021500550   \n",
       "1    0.452       11.4     0.88       106.1     0.735    0.411  0021500550   \n",
       "\n",
       "      MIN  NET_RATING  OFF_RATING  OREB_PCT   PACE    PIE  REB_PCT  \\\n",
       "0  240:00        20.9       106.1     0.265  94.38  0.617      0.5   \n",
       "1  240:00       -20.9        85.3     0.244  94.38  0.383      0.5   \n",
       "\n",
       "  TEAM_ABBREVIATION    TEAM_CITY     TEAM_ID TEAM_NAME  TM_TOV_PCT  TS_PCT      \n",
       "0               LAC  Los Angeles  1610612746  Clippers       9.847   0.508 ...  \n",
       "1               CHA    Charlotte  1610612766   Hornets      16.434   0.449 ...  \n",
       "\n",
       "[2 rows x 21 columns]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.DataFrame(goldsberry.game.boxscore_advanced(gid).team_stats())\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "and similarly for the other classes and functions"
   ]
  }
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